🐦 Twitter Post Details

Viewing enriched Twitter post

@janericlenssen

You can bring our Sudoku solving diffusion models to other domains! If you are at interested and at #ICML2025, come see @bartek_pog and @ChrisWewer's 🌀 Spatial Reasoners package — now released in beta! Here are some examples for images and videos. Links below. https://t.co/mkSR4WxUGi

📊 Media Metadata

{
  "media": [
    {
      "type": "video",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1945869201891336420/media_0.mp4?",
      "filename": "media_0.mp4"
    }
  ],
  "nlp": {
    "sentiment": "positive",
    "topics": [
      "Sudoku solving",
      "diffusion models",
      "ICML2025"
    ],
    "entities": [
      "bartek_pog",
      "ChrisWewer"
    ],
    "summary": "The tweet promotes a new beta release of a Spatial Reasoners package related to Sudoku solving diffusion models at ICML2025.",
    "language": "en",
    "processed_at": "2025-08-07T09:19:36.530122"
  }
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1945869201891336420",
              "sortIndex": "1953476109563592704",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1945869201891336420",
                      "has_birdwatch_notes": false,
                      "core": {
                        "user_results": {
                          "result": {
                            "__typename": "User",
                            "id": "VXNlcjoxMTE4MDU4MjcyOTY2Mjg3MzYw",
                            "rest_id": "1118058272966287360",
                            "affiliates_highlighted_label": {},
                            "has_graduated_access": true,
                            "is_blue_verified": false,
                            "profile_image_shape": "Circle",
                            "legacy": {
                              "can_dm": false,
                              "can_media_tag": true,
                              "created_at": "Tue Apr 16 07:47:19 +0000 2019",
                              "default_profile": true,
                              "default_profile_image": false,
                              "description": "Group Leader @ MPI for Informatics, teaching machine learning models to perceive the world. Also Founding Engineer @ https://t.co/2JjIl0D23E.",
                              "entities": {
                                "description": {
                                  "urls": [
                                    {
                                      "display_url": "Kumo.ai",
                                      "expanded_url": "http://Kumo.ai",
                                      "url": "https://t.co/2JjIl0D23E",
                                      "indices": [
                                        117,
                                        140
                                      ]
                                    }
                                  ]
                                }
                              },
                              "fast_followers_count": 0,
                              "favourites_count": 27,
                              "followers_count": 334,
                              "friends_count": 43,
                              "has_custom_timelines": false,
                              "is_translator": false,
                              "listed_count": 7,
                              "location": "",
                              "media_count": 10,
                              "name": "Jan Eric Lenssen",
                              "normal_followers_count": 334,
                              "pinned_tweet_ids_str": [],
                              "possibly_sensitive": false,
                              "profile_image_url_https": "https://pbs.twimg.com/profile_images/1772677773162577920/X9mVwYts_normal.jpg",
                              "profile_interstitial_type": "",
                              "screen_name": "janericlenssen",
                              "statuses_count": 40,
                              "translator_type": "none",
                              "verified": false,
                              "want_retweets": false,
                              "withheld_in_countries": []
                            },
                            "tipjar_settings": {}
                          }
                        }
                      },
                      "unmention_data": {},
                      "edit_control": {
                        "edit_tweet_ids": [
                          "1945869201891336420"
                        ],
                        "editable_until_msecs": "1752769944000",
                        "is_edit_eligible": false,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "8657",
                        "state": "EnabledWithCount"
                      },
                      "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                      "legacy": {
                        "bookmark_count": 80,
                        "bookmarked": false,
                        "created_at": "Thu Jul 17 15:32:24 +0000 2025",
                        "conversation_id_str": "1945869201891336420",
                        "display_text_range": [
                          0,
                          265
                        ],
                        "entities": {
                          "hashtags": [
                            {
                              "indices": [
                                101,
                                110
                              ],
                              "text": "ICML2025"
                            }
                          ],
                          "media": [
                            {
                              "display_url": "pic.x.com/mkSR4WxUGi",
                              "expanded_url": "https://x.com/janericlenssen/status/1945869201891336420/video/1",
                              "id_str": "1945869166763823104",
                              "indices": [
                                266,
                                289
                              ],
                              "media_key": "13_1945869166763823104",
                              "media_url_https": "https://pbs.twimg.com/amplify_video_thumb/1945869166763823104/img/f-7n_RlTYhGFTALg.jpg",
                              "type": "video",
                              "url": "https://t.co/mkSR4WxUGi",
                              "additional_media_info": {
                                "monetizable": false
                              },
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "sizes": {
                                "large": {
                                  "h": 1850,
                                  "w": 1920,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1156,
                                  "w": 1200,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 655,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1850,
                                "width": 1920,
                                "focus_rects": []
                              },
                              "video_info": {
                                "aspect_ratio": [
                                  192,
                                  185
                                ],
                                "duration_millis": 8405,
                                "variants": [
                                  {
                                    "content_type": "application/x-mpegURL",
                                    "url": "https://video.twimg.com/amplify_video/1945869166763823104/pl/76IHivmid9wz5z9v.m3u8?tag=14"
                                  },
                                  {
                                    "bitrate": 288000,
                                    "content_type": "video/mp4",
                                    "url": "https://video.twimg.com/amplify_video/1945869166763823104/vid/avc1/280x270/BQ4r4nlrrfAPT0gZ.mp4?tag=14"
                                  },
                                  {
                                    "bitrate": 832000,
                                    "content_type": "video/mp4",
                                    "url": "https://video.twimg.com/amplify_video/1945869166763823104/vid/avc1/372x360/gLEsiYFPndSJI4Dz.mp4?tag=14"
                                  },
                                  {
                                    "bitrate": 2176000,
                                    "content_type": "video/mp4",
                                    "url": "https://video.twimg.com/amplify_video/1945869166763823104/vid/avc1/746x720/axk8MIFCwS-rXcjI.mp4?tag=14"
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "13_1945869166763823104"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [],
                          "user_mentions": [
                            {
                              "id_str": "1809246847556591616",
                              "name": "Bart Pogodzinski",
                              "screen_name": "bartek_pog",
                              "indices": [
                                121,
                                132
                              ]
                            },
                            {
                              "id_str": "1709426662771740672",
                              "name": "Christopher Wewer",
                              "screen_name": "ChrisWewer",
                              "indices": [
                                138,
                                149
                              ]
                            }
                          ]
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/mkSR4WxUGi",
                              "expanded_url": "https://x.com/janericlenssen/status/1945869201891336420/video/1",
                              "id_str": "1945869166763823104",
                              "indices": [
                                266,
                                289
                              ],
                              "media_key": "13_1945869166763823104",
                              "media_url_https": "https://pbs.twimg.com/amplify_video_thumb/1945869166763823104/img/f-7n_RlTYhGFTALg.jpg",
                              "type": "video",
                              "url": "https://t.co/mkSR4WxUGi",
                              "additional_media_info": {
                                "monetizable": false
                              },
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "sizes": {
                                "large": {
                                  "h": 1850,
                                  "w": 1920,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1156,
                                  "w": 1200,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 655,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1850,
                                "width": 1920,
                                "focus_rects": []
                              },
                              "video_info": {
                                "aspect_ratio": [
                                  192,
                                  185
                                ],
                                "duration_millis": 8405,
                                "variants": [
                                  {
                                    "content_type": "application/x-mpegURL",
                                    "url": "https://video.twimg.com/amplify_video/1945869166763823104/pl/76IHivmid9wz5z9v.m3u8?tag=14"
                                  },
                                  {
                                    "bitrate": 288000,
                                    "content_type": "video/mp4",
                                    "url": "https://video.twimg.com/amplify_video/1945869166763823104/vid/avc1/280x270/BQ4r4nlrrfAPT0gZ.mp4?tag=14"
                                  },
                                  {
                                    "bitrate": 832000,
                                    "content_type": "video/mp4",
                                    "url": "https://video.twimg.com/amplify_video/1945869166763823104/vid/avc1/372x360/gLEsiYFPndSJI4Dz.mp4?tag=14"
                                  },
                                  {
                                    "bitrate": 2176000,
                                    "content_type": "video/mp4",
                                    "url": "https://video.twimg.com/amplify_video/1945869166763823104/vid/avc1/746x720/axk8MIFCwS-rXcjI.mp4?tag=14"
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "13_1945869166763823104"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 193,
                        "favorited": false,
                        "full_text": "You can bring our Sudoku solving diffusion models to other domains!\n\nIf you are at interested and at #ICML2025, come see @bartek_pog  and @ChrisWewer's 🌀 Spatial Reasoners package — now released in beta!\n\nHere are some examples for images and videos. \n\nLinks below. https://t.co/mkSR4WxUGi",
                        "is_quote_status": false,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 0,
                        "reply_count": 2,
                        "retweet_count": 26,
                        "retweeted": false,
                        "user_id_str": "1118058272966287360",
                        "id_str": "1945869201891336420"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "SelfThread"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1945869623079170141",
              "sortIndex": "1953476109563592694",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1945869623079170141-tweet-1945869623079170141",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1945869623079170141",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMTE4MDU4MjcyOTY2Mjg3MzYw",
                                  "rest_id": "1118058272966287360",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Tue Apr 16 07:47:19 +0000 2019",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Group Leader @ MPI for Informatics, teaching machine learning models to perceive the world. Also Founding Engineer @ https://t.co/2JjIl0D23E.",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "Kumo.ai",
                                            "expanded_url": "http://Kumo.ai",
                                            "url": "https://t.co/2JjIl0D23E",
                                            "indices": [
                                              117,
                                              140
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 27,
                                    "followers_count": 334,
                                    "friends_count": 43,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 7,
                                    "location": "",
                                    "media_count": 10,
                                    "name": "Jan Eric Lenssen",
                                    "normal_followers_count": 334,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1772677773162577920/X9mVwYts_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "janericlenssen",
                                    "statuses_count": 40,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1945869623079170141"
                              ],
                              "editable_until_msecs": "1752770045000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "234",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 3,
                              "bookmarked": false,
                              "created_at": "Thu Jul 17 15:34:05 +0000 2025",
                              "conversation_id_str": "1945869201891336420",
                              "display_text_range": [
                                0,
                                169
                              ],
                              "entities": {
                                "hashtags": [
                                  {
                                    "indices": [
                                      8,
                                      15
                                    ],
                                    "text": "CodeML"
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "spatialreasoners.github.io",
                                    "expanded_url": "https://spatialreasoners.github.io/",
                                    "url": "https://t.co/l3kdQ5h2kF",
                                    "indices": [
                                      83,
                                      106
                                    ]
                                  },
                                  {
                                    "display_url": "github.com/spatialreasone…",
                                    "expanded_url": "https://github.com/spatialreasoners/spatialreasoners",
                                    "url": "https://t.co/n6TMwXVOFk",
                                    "indices": [
                                      115,
                                      138
                                    ]
                                  },
                                  {
                                    "display_url": "arxiv.org/abs/2507.10768",
                                    "expanded_url": "https://arxiv.org/abs/2507.10768",
                                    "url": "https://t.co/maW8LXuTEC",
                                    "indices": [
                                      146,
                                      169
                                    ]
                                  }
                                ],
                                "user_mentions": []
                              },
                              "favorite_count": 7,
                              "favorited": false,
                              "full_text": "Poster: #CodeML Workshop · West Meeting Room 211-214 · 2:15 pm on Friday\n\nWebpage: https://t.co/l3kdQ5h2kF\nGithub: https://t.co/n6TMwXVOFk\nPaper: https://t.co/maW8LXuTEC",
                              "in_reply_to_screen_name": "janericlenssen",
                              "in_reply_to_status_id_str": "1945869201891336420",
                              "in_reply_to_user_id_str": "1118058272966287360",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1118058272966287360",
                              "id_str": "1945869623079170141"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1945869623079170141-tweet-1945869820152656362",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1945869820152656362",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMTE4MDU4MjcyOTY2Mjg3MzYw",
                                  "rest_id": "1118058272966287360",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Tue Apr 16 07:47:19 +0000 2019",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Group Leader @ MPI for Informatics, teaching machine learning models to perceive the world. Also Founding Engineer @ https://t.co/2JjIl0D23E.",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "Kumo.ai",
                                            "expanded_url": "http://Kumo.ai",
                                            "url": "https://t.co/2JjIl0D23E",
                                            "indices": [
                                              117,
                                              140
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 27,
                                    "followers_count": 334,
                                    "friends_count": 43,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 7,
                                    "location": "",
                                    "media_count": 10,
                                    "name": "Jan Eric Lenssen",
                                    "normal_followers_count": 334,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1772677773162577920/X9mVwYts_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "janericlenssen",
                                    "statuses_count": 40,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1945869820152656362"
                              ],
                              "editable_until_msecs": "1752770092000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "245",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 1,
                              "bookmarked": false,
                              "created_at": "Thu Jul 17 15:34:52 +0000 2025",
                              "conversation_id_str": "1945869201891336420",
                              "display_text_range": [
                                0,
                                216
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "favorite_count": 4,
                              "favorited": false,
                              "full_text": "Spatial Reasoners allow to bring (soft) autoregressive diffusion/flow models to a wider range of domains — aiming to facilitate research on denoising models for reasoning and generation tasks over multiple variables.",
                              "in_reply_to_screen_name": "janericlenssen",
                              "in_reply_to_status_id_str": "1945869623079170141",
                              "in_reply_to_user_id_str": "1118058272966287360",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "1118058272966287360",
                              "id_str": "1945869820152656362"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1945869623079170141-tweet-1945869922615357709",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1945869922615357709",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMTE4MDU4MjcyOTY2Mjg3MzYw",
                                  "rest_id": "1118058272966287360",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Tue Apr 16 07:47:19 +0000 2019",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Group Leader @ MPI for Informatics, teaching machine learning models to perceive the world. Also Founding Engineer @ https://t.co/2JjIl0D23E.",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "Kumo.ai",
                                            "expanded_url": "http://Kumo.ai",
                                            "url": "https://t.co/2JjIl0D23E",
                                            "indices": [
                                              117,
                                              140
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 27,
                                    "followers_count": 334,
                                    "friends_count": 43,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 7,
                                    "location": "",
                                    "media_count": 10,
                                    "name": "Jan Eric Lenssen",
                                    "normal_followers_count": 334,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1772677773162577920/X9mVwYts_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "janericlenssen",
                                    "statuses_count": 40,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1945869922615357709"
                              ],
                              "editable_until_msecs": "1752770116000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "188",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Thu Jul 17 15:35:16 +0000 2025",
                              "conversation_id_str": "1945869201891336420",
                              "display_text_range": [
                                0,
                                181
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "favorite_count": 3,
                              "favorited": false,
                              "full_text": "Just define the variables — elements of a sample that share the same noise level — and the package does the rest. Below are examples for image patches and video frames as variables.",
                              "in_reply_to_screen_name": "janericlenssen",
                              "in_reply_to_status_id_str": "1945869820152656362",
                              "in_reply_to_user_id_str": "1118058272966287360",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1118058272966287360",
                              "id_str": "1945869922615357709"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1945869623079170141-tweet-1945870393790943272",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1945870393790943272",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMTE4MDU4MjcyOTY2Mjg3MzYw",
                                  "rest_id": "1118058272966287360",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Tue Apr 16 07:47:19 +0000 2019",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Group Leader @ MPI for Informatics, teaching machine learning models to perceive the world. Also Founding Engineer @ https://t.co/2JjIl0D23E.",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "Kumo.ai",
                                            "expanded_url": "http://Kumo.ai",
                                            "url": "https://t.co/2JjIl0D23E",
                                            "indices": [
                                              117,
                                              140
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 27,
                                    "followers_count": 334,
                                    "friends_count": 43,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 7,
                                    "location": "",
                                    "media_count": 10,
                                    "name": "Jan Eric Lenssen",
                                    "normal_followers_count": 334,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1772677773162577920/X9mVwYts_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "janericlenssen",
                                    "statuses_count": 40,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1945870393790943272"
                              ],
                              "editable_until_msecs": "1752770229000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "226",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Thu Jul 17 15:37:09 +0000 2025",
                              "conversation_id_str": "1945869201891336420",
                              "display_text_range": [
                                0,
                                277
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "favorite_count": 3,
                              "favorited": false,
                              "full_text": "SRM results show there’s no single best setup for every dataset or task:\n\n*  Which noise schedule, parameterization, or diffusion formulation works best?\n*  DiT, UNet, U-ViT, or something custom?\n*  Train from scratch or fine-tune?\n*  How much to sequentialize and which order?",
                              "in_reply_to_screen_name": "janericlenssen",
                              "in_reply_to_status_id_str": "1945869922615357709",
                              "in_reply_to_user_id_str": "1118058272966287360",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1118058272966287360",
                              "id_str": "1945870393790943272"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1945869623079170141-tweet-1945870454163652802",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1945870454163652802",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMTE4MDU4MjcyOTY2Mjg3MzYw",
                                  "rest_id": "1118058272966287360",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Tue Apr 16 07:47:19 +0000 2019",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Group Leader @ MPI for Informatics, teaching machine learning models to perceive the world. Also Founding Engineer @ https://t.co/2JjIl0D23E.",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "Kumo.ai",
                                            "expanded_url": "http://Kumo.ai",
                                            "url": "https://t.co/2JjIl0D23E",
                                            "indices": [
                                              117,
                                              140
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 27,
                                    "followers_count": 334,
                                    "friends_count": 43,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 7,
                                    "location": "",
                                    "media_count": 10,
                                    "name": "Jan Eric Lenssen",
                                    "normal_followers_count": 334,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1772677773162577920/X9mVwYts_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "janericlenssen",
                                    "statuses_count": 40,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1945870454163652802"
                              ],
                              "editable_until_msecs": "1752770243000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "156",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Thu Jul 17 15:37:23 +0000 2025",
                              "conversation_id_str": "1945869201891336420",
                              "display_text_range": [
                                0,
                                102
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "We don’t have the answers but give you a tool to test them.   \n\nWe welcome feedback and contributions!",
                              "in_reply_to_screen_name": "janericlenssen",
                              "in_reply_to_status_id_str": "1945870393790943272",
                              "in_reply_to_user_id_str": "1118058272966287360",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1118058272966287360",
                              "id_str": "1945870454163652802"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1945870454163652802"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1946396335768543627",
              "sortIndex": "1953476109563592684",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1946396335768543627-tweet-1946396335768543627",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1946396335768543627",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyOTk0MTIzNA==",
                                  "rest_id": "29941234",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Thu Apr 09 07:18:24 +0000 2009",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Gpu, Semi, Graphics, HPC, Hobby",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 1821,
                                    "followers_count": 102,
                                    "friends_count": 980,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 2,
                                    "location": "",
                                    "media_count": 25,
                                    "name": "nobond",
                                    "normal_followers_count": 102,
                                    "pinned_tweet_ids_str": [
                                      "1854695721821458452"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1533302463805022208/lI3NT7Ce_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "yao_nobond",
                                    "statuses_count": 2490,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1946396335768543627"
                              ],
                              "editable_until_msecs": "1752895623000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "30",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat Jul 19 02:27:03 +0000 2025",
                              "conversation_id_str": "1945869201891336420",
                              "display_text_range": [
                                40,
                                96
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1118058272966287360",
                                    "name": "Jan Eric Lenssen",
                                    "screen_name": "janericlenssen",
                                    "indices": [
                                      0,
                                      15
                                    ]
                                  },
                                  {
                                    "id_str": "1809246847556591616",
                                    "name": "Bart Pogodzinski",
                                    "screen_name": "bartek_pog",
                                    "indices": [
                                      16,
                                      27
                                    ]
                                  },
                                  {
                                    "id_str": "1709426662771740672",
                                    "name": "Christopher Wewer",
                                    "screen_name": "ChrisWewer",
                                    "indices": [
                                      28,
                                      39
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@janericlenssen @bartek_pog @ChrisWewer i need to write something on this of the diffusion model",
                              "in_reply_to_screen_name": "janericlenssen",
                              "in_reply_to_status_id_str": "1945869201891336420",
                              "in_reply_to_user_id_str": "1118058272966287360",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "29941234",
                              "id_str": "1946396335768543627"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1946396335768543627"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1953282478871118327",
              "sortIndex": "1953476109563592674",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1953282478871118327-promoted-tweet-1953282478871118327-28e5974c93ddc49",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "TweetWithVisibilityResults",
                            "tweet": {
                              "rest_id": "1953282478871118327",
                              "has_birdwatch_notes": false,
                              "core": {
                                "user_results": {
                                  "result": {
                                    "__typename": "User",
                                    "id": "VXNlcjo5ODY1MzExODA5OTk2Njc3MTI=",
                                    "rest_id": "986531180999667712",
                                    "affiliates_highlighted_label": {},
                                    "has_graduated_access": true,
                                    "is_blue_verified": true,
                                    "profile_image_shape": "Square",
                                    "legacy": {
                                      "can_dm": false,
                                      "can_media_tag": true,
                                      "created_at": "Wed Apr 18 09:05:37 +0000 2018",
                                      "default_profile": true,
                                      "default_profile_image": false,
                                      "description": "Welcome to Identity V official English Page.\nCustomer Service:gameidentityv@global.netease.com \nTopup Center: https://t.co/8v28neTdcL",
                                      "entities": {
                                        "description": {
                                          "urls": [
                                            {
                                              "display_url": "pay.neteasegames.com/identityv/topu…",
                                              "expanded_url": "https://pay.neteasegames.com/identityv/topup?c=m.3",
                                              "url": "https://t.co/8v28neTdcL",
                                              "indices": [
                                                110,
                                                133
                                              ]
                                            }
                                          ]
                                        },
                                        "url": {
                                          "urls": [
                                            {
                                              "display_url": "identityvgame.com",
                                              "expanded_url": "https://www.identityvgame.com/",
                                              "url": "https://t.co/3jZL6WxwfL",
                                              "indices": [
                                                0,
                                                23
                                              ]
                                            }
                                          ]
                                        }
                                      },
                                      "fast_followers_count": 0,
                                      "favourites_count": 605,
                                      "followers_count": 326663,
                                      "friends_count": 4,
                                      "has_custom_timelines": true,
                                      "is_translator": false,
                                      "listed_count": 459,
                                      "location": "",
                                      "media_count": 4570,
                                      "name": "Identity V",
                                      "normal_followers_count": 326663,
                                      "pinned_tweet_ids_str": [],
                                      "possibly_sensitive": false,
                                      "profile_banner_url": "https://pbs.twimg.com/profile_banners/986531180999667712/1752221385",
                                      "profile_image_url_https": "https://pbs.twimg.com/profile_images/1930957699279458304/CTcvyrAf_normal.jpg",
                                      "profile_interstitial_type": "",
                                      "screen_name": "GameIdentityV",
                                      "statuses_count": 5600,
                                      "translator_type": "none",
                                      "url": "https://t.co/3jZL6WxwfL",
                                      "verified": false,
                                      "verified_type": "Business",
                                      "want_retweets": false,
                                      "withheld_in_countries": []
                                    },
                                    "tipjar_settings": {}
                                  }
                                }
                              },
                              "unmention_data": {},
                              "edit_control": {
                                "edit_tweet_ids": [
                                  "1953282478871118327"
                                ],
                                "editable_until_msecs": "1754537407000",
                                "is_edit_eligible": true,
                                "edits_remaining": "5"
                              },
                              "is_translatable": false,
                              "views": {
                                "count": "734424",
                                "state": "EnabledWithCount"
                              },
                              "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                              "legacy": {
                                "bookmark_count": 173,
                                "bookmarked": false,
                                "created_at": "Thu Aug 07 02:30:07 +0000 2025",
                                "conversation_id_str": "1953282478871118327",
                                "display_text_range": [
                                  0,
                                  256
                                ],
                                "entities": {
                                  "hashtags": [],
                                  "media": [
                                    {
                                      "display_url": "pic.x.com/iIA9qbUdEI",
                                      "expanded_url": "https://x.com/GameIdentityV/status/1953282478871118327/photo/1",
                                      "id_str": "1953282016390332419",
                                      "indices": [
                                        257,
                                        280
                                      ],
                                      "media_key": "3_1953282016390332419",
                                      "media_url_https": "https://pbs.twimg.com/media/GxtzpR0awAMP2Uv.jpg",
                                      "type": "photo",
                                      "url": "https://t.co/iIA9qbUdEI",
                                      "ext_media_availability": {
                                        "status": "Available"
                                      },
                                      "features": {
                                        "large": {
                                          "faces": [
                                            {
                                              "x": 1673,
                                              "y": 512,
                                              "h": 169,
                                              "w": 169
                                            }
                                          ]
                                        },
                                        "medium": {
                                          "faces": [
                                            {
                                              "x": 980,
                                              "y": 300,
                                              "h": 99,
                                              "w": 99
                                            }
                                          ]
                                        },
                                        "small": {
                                          "faces": [
                                            {
                                              "x": 555,
                                              "y": 170,
                                              "h": 56,
                                              "w": 56
                                            }
                                          ]
                                        },
                                        "orig": {
                                          "faces": [
                                            {
                                              "x": 2452,
                                              "y": 750,
                                              "h": 249,
                                              "w": 249
                                            }
                                          ]
                                        }
                                      },
                                      "sizes": {
                                        "large": {
                                          "h": 1125,
                                          "w": 2048,
                                          "resize": "fit"
                                        },
                                        "medium": {
                                          "h": 659,
                                          "w": 1200,
                                          "resize": "fit"
                                        },
                                        "small": {
                                          "h": 374,
                                          "w": 680,
                                          "resize": "fit"
                                        },
                                        "thumb": {
                                          "h": 150,
                                          "w": 150,
                                          "resize": "crop"
                                        }
                                      },
                                      "original_info": {
                                        "height": 1648,
                                        "width": 3000,
                                        "focus_rects": [
                                          {
                                            "x": 0,
                                            "y": 0,
                                            "w": 2943,
                                            "h": 1648
                                          },
                                          {
                                            "x": 449,
                                            "y": 0,
                                            "w": 1648,
                                            "h": 1648
                                          },
                                          {
                                            "x": 550,
                                            "y": 0,
                                            "w": 1446,
                                            "h": 1648
                                          },
                                          {
                                            "x": 861,
                                            "y": 0,
                                            "w": 824,
                                            "h": 1648
                                          },
                                          {
                                            "x": 0,
                                            "y": 0,
                                            "w": 3000,
                                            "h": 1648
                                          }
                                        ]
                                      },
                                      "media_results": {
                                        "result": {
                                          "media_key": "3_1953282016390332419"
                                        }
                                      }
                                    }
                                  ],
                                  "symbols": [],
                                  "timestamps": [],
                                  "urls": [],
                                  "user_mentions": []
                                },
                                "extended_entities": {
                                  "media": [
                                    {
                                      "display_url": "pic.x.com/iIA9qbUdEI",
                                      "expanded_url": "https://x.com/GameIdentityV/status/1953282478871118327/photo/1",
                                      "id_str": "1953282016390332419",
                                      "indices": [
                                        257,
                                        280
                                      ],
                                      "media_key": "3_1953282016390332419",
                                      "media_url_https": "https://pbs.twimg.com/media/GxtzpR0awAMP2Uv.jpg",
                                      "type": "photo",
                                      "url": "https://t.co/iIA9qbUdEI",
                                      "ext_media_availability": {
                                        "status": "Available"
                                      },
                                      "features": {
                                        "large": {
                                          "faces": [
                                            {
                                              "x": 1673,
                                              "y": 512,
                                              "h": 169,
                                              "w": 169
                                            }
                                          ]
                                        },
                                        "medium": {
                                          "faces": [
                                            {
                                              "x": 980,
                                              "y": 300,
                                              "h": 99,
                                              "w": 99
                                            }
                                          ]
                                        },
                                        "small": {
                                          "faces": [
                                            {
                                              "x": 555,
                                              "y": 170,
                                              "h": 56,
                                              "w": 56
                                            }
                                          ]
                                        },
                                        "orig": {
                                          "faces": [
                                            {
                                              "x": 2452,
                                              "y": 750,
                                              "h": 249,
                                              "w": 249
                                            }
                                          ]
                                        }
                                      },
                                      "sizes": {
                                        "large": {
                                          "h": 1125,
                                          "w": 2048,
                                          "resize": "fit"
                                        },
                                        "medium": {
                                          "h": 659,
                                          "w": 1200,
                                          "resize": "fit"
                                        },
                                        "small": {
                                          "h": 374,
                                          "w": 680,
                                          "resize": "fit"
                                        },
                                        "thumb": {
                                          "h": 150,
                                          "w": 150,
                                          "resize": "crop"
                                        }
                                      },
                                      "original_info": {
                                        "height": 1648,
                                        "width": 3000,
                                        "focus_rects": [
                                          {
                                            "x": 0,
                                            "y": 0,
                                            "w": 2943,
                                            "h": 1648
                                          },
                                          {
                                            "x": 449,
                                            "y": 0,
                                            "w": 1648,
                                            "h": 1648
                                          },
                                          {
                                            "x": 550,
                                            "y": 0,
                                            "w": 1446,
                                            "h": 1648
                                          },
                                          {
                                            "x": 861,
                                            "y": 0,
                                            "w": 824,
                                            "h": 1648
                                          },
                                          {
                                            "x": 0,
                                            "y": 0,
                                            "w": 3000,
                                            "h": 1648
                                          }
                                        ]
                                      },
                                      "media_results": {
                                        "result": {
                                          "media_key": "3_1953282016390332419"
                                        }
                                      }
                                    }
                                  ]
                                },
                                "favorite_count": 3390,
                                "favorited": false,
                                "full_text": "Dear Visitors,\nIdentity V x anime Frieren: Beyond Journey's End Crossover Live Now! Frieren's team has arrived at the Manor! Charge forth into the adventure together!\nRetweet &amp; quote this post, and we will pick 3 visitors to win Crossover Essence × 10. https://t.co/iIA9qbUdEI",
                                "is_quote_status": false,
                                "lang": "en",
                                "possibly_sensitive": false,
                                "possibly_sensitive_editable": true,
                                "quote_count": 803,
                                "reply_count": 203,
                                "retweet_count": 1249,
                                "retweeted": false,
                                "user_id_str": "986531180999667712",
                                "id_str": "1953282478871118327"
                              },
                              "quick_promote_eligibility": {
                                "eligibility": "IneligibleNotProfessional"
                              }
                            },
                            "limitedActionResults": {
                              "limited_actions": [
                                {
                                  "action": "Reply"
                                }
                              ]
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet",
                        "promotedMetadata": {
                          "advertiser_results": {
                            "result": {
                              "__typename": "User",
                              "id": "VXNlcjo5ODY1MzExODA5OTk2Njc3MTI=",
                              "rest_id": "986531180999667712",
                              "affiliates_highlighted_label": {},
                              "has_graduated_access": true,
                              "is_blue_verified": true,
                              "profile_image_shape": "Square",
                              "legacy": {
                                "can_dm": false,
                                "can_media_tag": true,
                                "created_at": "Wed Apr 18 09:05:37 +0000 2018",
                                "default_profile": true,
                                "default_profile_image": false,
                                "description": "Welcome to Identity V official English Page.\nCustomer Service:gameidentityv@global.netease.com \nTopup Center: https://t.co/8v28neTdcL",
                                "entities": {
                                  "description": {
                                    "urls": [
                                      {
                                        "display_url": "pay.neteasegames.com/identityv/topu…",
                                        "expanded_url": "https://pay.neteasegames.com/identityv/topup?c=m.3",
                                        "url": "https://t.co/8v28neTdcL",
                                        "indices": [
                                          110,
                                          133
                                        ]
                                      }
                                    ]
                                  },
                                  "url": {
                                    "urls": [
                                      {
                                        "display_url": "identityvgame.com",
                                        "expanded_url": "https://www.identityvgame.com/",
                                        "url": "https://t.co/3jZL6WxwfL",
                                        "indices": [
                                          0,
                                          23
                                        ]
                                      }
                                    ]
                                  }
                                },
                                "fast_followers_count": 0,
                                "favourites_count": 605,
                                "followers_count": 326663,
                                "friends_count": 4,
                                "has_custom_timelines": true,
                                "is_translator": false,
                                "listed_count": 459,
                                "location": "",
                                "media_count": 4570,
                                "name": "Identity V",
                                "normal_followers_count": 326663,
                                "pinned_tweet_ids_str": [],
                                "possibly_sensitive": false,
                                "profile_banner_url": "https://pbs.twimg.com/profile_banners/986531180999667712/1752221385",
                                "profile_image_url_https": "https://pbs.twimg.com/profile_images/1930957699279458304/CTcvyrAf_normal.jpg",
                                "profile_interstitial_type": "",
                                "screen_name": "GameIdentityV",
                                "statuses_count": 5600,
                                "translator_type": "none",
                                "url": "https://t.co/3jZL6WxwfL",
                                "verified": false,
                                "verified_type": "Business",
                                "want_retweets": false,
                                "withheld_in_countries": []
                              },
                              "tipjar_settings": {}
                            }
                          },
                          "adMetadataContainer": {
                            "renderLegacyWebsiteCard": false
                          },
                          "disclosureType": "NoDisclosure",
                          "experimentValues": [],
                          "impressionId": "28e5974c93ddc49",
                          "impressionString": "28e5974c93ddc49",
                          "clickTrackingInfo": {
                            "urlParams": [
                              {
                                "key": "twclid",
                                "value": "2-31k4a767zmzv4bpl23pdhrgpo"
                              }
                            ]
                          }
                        }
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "tweetdetailrelatedtweets-1953052817012474353",
              "sortIndex": "1953476109563592664",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "tweetdetailrelatedtweets-1953052817012474353-tweet-1953052817012474353",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1953052817012474353",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjo0NDE0NjU3NTE=",
                                  "rest_id": "441465751",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Tue Dec 20 03:45:50 +0000 2011",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "CEO @SophontAI |\nPhD at 19 (2023) |\nFounder, ex CEO @MedARC_AI |\nex Research Director Stability AI | \nBiomed. engineer @ 14 |\nTEDx talk➡https://t.co/xPxwKTq6Qb",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "bit.ly/3tpAuan",
                                            "expanded_url": "https://bit.ly/3tpAuan",
                                            "url": "https://t.co/xPxwKTq6Qb",
                                            "indices": [
                                              136,
                                              159
                                            ]
                                          }
                                        ]
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "sophontai.com",
                                            "expanded_url": "https://sophontai.com",
                                            "url": "https://t.co/uQ936JTZf1",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 104318,
                                    "followers_count": 79715,
                                    "friends_count": 1237,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 1177,
                                    "location": "",
                                    "media_count": 2407,
                                    "name": "Tanishq Mathew Abraham, Ph.D.",
                                    "normal_followers_count": 79715,
                                    "pinned_tweet_ids_str": [
                                      "1952221233648718307"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/441465751/1738204246",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1913710019729821696/Qge4zx6u_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "iScienceLuvr",
                                    "statuses_count": 17687,
                                    "translator_type": "none",
                                    "url": "https://t.co/uQ936JTZf1",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1534109693131362304",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1953052817012474353"
                              ],
                              "editable_until_msecs": "1754482652000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "14599",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5NTMwNTI4MTY4OTA4OTIyODg=",
                                  "text": "Self-Questioning Language Models\n\n\"we propose Self-Questioning Language Models (SQLM): an asymmetric  self-play framework where a proposer is given the topic and generates a  question for a solver, who tries to answer it. Both the proposer and  solver are trained via reinforcement learning. The proposer receives a  reward if the problem is not too easy or too difficult, and the solver  receives a reward based on majority voting, a proxy for correctness in  the absence of ground-truth answers. For coding, the proposer can  instead generate unit tests which are used for verification. We study  this asymmetric self-play framework on three benchmarks: three-digit  multiplication, algebra problems from the OMEGA benchmark, and  programming problems from Codeforces. By continually generating more  interesting problems and attempting to solve them, language models can  improve on downstream benchmarks without access to any curated training  datasets.\"",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 193,
                              "bookmarked": false,
                              "created_at": "Wed Aug 06 11:17:32 +0000 2025",
                              "conversation_id_str": "1953052817012474353",
                              "display_text_range": [
                                0,
                                268
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/JMc4IS0xiA",
                                    "expanded_url": "https://x.com/iScienceLuvr/status/1953052817012474353/photo/1",
                                    "id_str": "1953052622774276096",
                                    "indices": [
                                      269,
                                      292
                                    ],
                                    "media_key": "3_1953052622774276096",
                                    "media_url_https": "https://pbs.twimg.com/media/GxqjA0AbEAAMso1.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/JMc4IS0xiA",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1821,
                                        "w": 1405,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 1200,
                                        "w": 926,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 680,
                                        "w": 525,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1821,
                                      "width": 1405,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1405,
                                          "h": 787
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1405,
                                          "h": 1405
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1405,
                                          "h": 1602
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 911,
                                          "h": 1821
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1405,
                                          "h": 1821
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953052622774276096"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/JMc4IS0xiA",
                                    "expanded_url": "https://x.com/iScienceLuvr/status/1953052817012474353/photo/1",
                                    "id_str": "1953052622774276096",
                                    "indices": [
                                      269,
                                      292
                                    ],
                                    "media_key": "3_1953052622774276096",
                                    "media_url_https": "https://pbs.twimg.com/media/GxqjA0AbEAAMso1.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/JMc4IS0xiA",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1821,
                                        "w": 1405,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 1200,
                                        "w": 926,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 680,
                                        "w": 525,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1821,
                                      "width": 1405,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1405,
                                          "h": 787
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1405,
                                          "h": 1405
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1405,
                                          "h": 1602
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 911,
                                          "h": 1821
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1405,
                                          "h": 1821
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953052622774276096"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 277,
                              "favorited": false,
                              "full_text": "Self-Questioning Language Models\n\n\"we propose Self-Questioning Language Models (SQLM): an asymmetric  self-play framework where a proposer is given the topic and generates a  question for a solver, who tries to answer it. Both the proposer and  solver are trained via… https://t.co/JMc4IS0xiA",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 3,
                              "reply_count": 7,
                              "retweet_count": 51,
                              "retweeted": false,
                              "user_id_str": "441465751",
                              "id_str": "1953052817012474353"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "related_tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "RelatedTweet"
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "tweetdetailrelatedtweets-1953052817012474353-tweet-1953206125639123188",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1953206125639123188",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyMjM2MDQ3NTEw",
                                  "rest_id": "2236047510",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": false,
                                    "created_at": "Sun Dec 08 13:31:09 +0000 2013",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Researcher (now: Meta. ex:  OpenAI, DeepMind, Brain, RWTH Aachen), Gamer, Hacker, Belgian. Anon feedback: https://t.co/xe2XUqkKit\n✗DMs → email",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "admonymous.co/giffmana",
                                            "expanded_url": "https://www.admonymous.co/giffmana",
                                            "url": "https://t.co/xe2XUqkKit",
                                            "indices": [
                                              106,
                                              129
                                            ]
                                          }
                                        ]
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "lucasb.eyer.be",
                                            "expanded_url": "http://lucasb.eyer.be",
                                            "url": "https://t.co/RsCh9TJjKC",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 49368,
                                    "followers_count": 104877,
                                    "friends_count": 511,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 1289,
                                    "location": "Zürich, Suisse",
                                    "media_count": 1943,
                                    "name": "Lucas Beyer (bl16)",
                                    "normal_followers_count": 104877,
                                    "pinned_tweet_ids_str": [
                                      "1570152923233144832"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/2236047510/1548960441",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/378800000845687873/37bba4f807fe3a2c644a252f8191338d_normal.jpeg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "giffmana",
                                    "statuses_count": 21430,
                                    "translator_type": "none",
                                    "url": "https://t.co/RsCh9TJjKC",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1953206125639123188"
                              ],
                              "editable_until_msecs": "1754519203000",
                              "is_edit_eligible": true,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "49804",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5NTMyMDYxMjU1MDkxNTY4NjQ=",
                                  "text": "Amazing! Truly open review, through which we all gained more insights, i love it!\n\nResult: in multi epoch setting, making AR learn multiple orderings ~closes the gap to diffusion, explaining much of the difference.\n\nHow the truly open review happened (from my vague memory): Mihir posted paper on diffusion being more sample efficient than AR and benefit from more epochs.\n\nHypothesis in paper and from most commenters was due to augs, but no experiment to check this hypothesis in paper. After some discussion (on his thread, here on x) about this and what experiment might check this, including a first negative result Mihir mentioned and tried, we converged towards thinking it might be ordering instead.\n\nI suggested an experiment to check, but it had some issues. @YouJiacheng chimed in with connections to another paper, based on which we got the idea of how to make the experiment perfect. Then Mihir ran it, and it now looks like we have reasonably conclusive evidence PLUS potentially more confidence in a method to make AR better at multi-epoch.\n\nAll in the open in realtime here on x dot com the everything app™",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": [
                                      {
                                        "id_str": "3426190841",
                                        "name": "You Jiacheng",
                                        "screen_name": "YouJiacheng",
                                        "indices": [
                                          769,
                                          781
                                        ]
                                      }
                                    ]
                                  }
                                }
                              }
                            },
                            "quoted_status_result": {
                              "result": {
                                "__typename": "Tweet",
                                "rest_id": "1953196510725980173",
                                "has_birdwatch_notes": false,
                                "core": {
                                  "user_results": {
                                    "result": {
                                      "__typename": "User",
                                      "id": "VXNlcjoxMDM3NTk0NzAzOTA1MTM2NjQx",
                                      "rest_id": "1037594703905136641",
                                      "affiliates_highlighted_label": {},
                                      "has_graduated_access": true,
                                      "is_blue_verified": true,
                                      "profile_image_shape": "Circle",
                                      "legacy": {
                                        "can_dm": true,
                                        "can_media_tag": true,
                                        "created_at": "Thu Sep 06 06:53:49 +0000 2018",
                                        "default_profile": true,
                                        "default_profile_image": false,
                                        "description": "PhD student at Carnegie Mellon",
                                        "entities": {
                                          "description": {
                                            "urls": []
                                          },
                                          "url": {
                                            "urls": [
                                              {
                                                "display_url": "mihirp1998.github.io",
                                                "expanded_url": "http://mihirp1998.github.io/",
                                                "url": "https://t.co/f4q483xiuR",
                                                "indices": [
                                                  0,
                                                  23
                                                ]
                                              }
                                            ]
                                          }
                                        },
                                        "fast_followers_count": 0,
                                        "favourites_count": 718,
                                        "followers_count": 1597,
                                        "friends_count": 393,
                                        "has_custom_timelines": true,
                                        "is_translator": false,
                                        "listed_count": 18,
                                        "location": "Pittsburgh",
                                        "media_count": 53,
                                        "name": "Mihir Prabhudesai",
                                        "normal_followers_count": 1597,
                                        "pinned_tweet_ids_str": [
                                          "1947736993229885545"
                                        ],
                                        "possibly_sensitive": false,
                                        "profile_image_url_https": "https://pbs.twimg.com/profile_images/1625789073070882821/7p1X5Gn5_normal.jpg",
                                        "profile_interstitial_type": "",
                                        "screen_name": "mihirp98",
                                        "statuses_count": 200,
                                        "translator_type": "none",
                                        "url": "https://t.co/f4q483xiuR",
                                        "verified": false,
                                        "want_retweets": false,
                                        "withheld_in_countries": []
                                      },
                                      "tipjar_settings": {}
                                    }
                                  }
                                },
                                "unmention_data": {},
                                "edit_control": {
                                  "edit_tweet_ids": [
                                    "1953196510725980173"
                                  ],
                                  "editable_until_msecs": "1754516911000",
                                  "is_edit_eligible": true,
                                  "edits_remaining": "5"
                                },
                                "is_translatable": false,
                                "views": {
                                  "count": "90770",
                                  "state": "EnabledWithCount"
                                },
                                "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                                "note_tweet": {
                                  "is_expandable": true,
                                  "note_tweet_results": {
                                    "result": {
                                      "id": "Tm90ZVR3ZWV0OjE5NTMxOTY1MTA1NDk4MTkzOTY=",
                                      "text": "We ran more experiments to better understand “why” diffusion models do better in data-constrained settings than autoregressive. Our findings support the hypothesis that diffusion models benefit from learning over multiple token orderings, which contributes to their robustness and reduced overfitting.\n\nTo test this, we trained autoregressive (AR) models with varying numbers of token orderings: N=1 corresponds to the standard left-to-right ordering, while N=k includes the left-to-right order plus k−1 additional random permutations. As N increases, we observe that AR models become more data-efficient, exhibiting improved validation loss and reduced overfitting.\n\nAll models were trained for 100 epochs, and were evaluated using the standard left-to-right factorization. We also experimented with related approaches, such as RAR and σ-GPT, and observed consistent trends --introducing more random factorizations led to better generalization and less overfitting.\n\nWe have updated our arXiv submission with these new results. We thank @giffmana and @YouJiacheng for suggesting these experiments.\n\nOriginal paper post - https://t.co/gN2LALaFBa",
                                      "entity_set": {
                                        "hashtags": [],
                                        "symbols": [],
                                        "urls": [
                                          {
                                            "display_url": "x.com/mihirp98/statu…",
                                            "expanded_url": "https://x.com/mihirp98/status/1947736993229885545",
                                            "url": "https://t.co/gN2LALaFBa",
                                            "indices": [
                                              1122,
                                              1145
                                            ]
                                          }
                                        ],
                                        "user_mentions": [
                                          {
                                            "id_str": "2236047510",
                                            "name": "Lucas Beyer (bl16)",
                                            "screen_name": "giffmana",
                                            "indices": [
                                              1038,
                                              1047
                                            ]
                                          },
                                          {
                                            "id_str": "3426190841",
                                            "name": "You Jiacheng",
                                            "screen_name": "YouJiacheng",
                                            "indices": [
                                              1052,
                                              1064
                                            ]
                                          }
                                        ]
                                      },
                                      "richtext": {
                                        "richtext_tags": []
                                      },
                                      "media": {
                                        "inline_media": []
                                      }
                                    }
                                  }
                                },
                                "quotedRefResult": {
                                  "result": {
                                    "__typename": "Tweet",
                                    "rest_id": "1949001902970339471"
                                  }
                                },
                                "legacy": {
                                  "bookmark_count": 324,
                                  "bookmarked": false,
                                  "created_at": "Wed Aug 06 20:48:31 +0000 2025",
                                  "conversation_id_str": "1953196510725980173",
                                  "display_text_range": [
                                    0,
                                    281
                                  ],
                                  "entities": {
                                    "hashtags": [],
                                    "media": [
                                      {
                                        "display_url": "pic.x.com/lXEPNn3mrV",
                                        "expanded_url": "https://x.com/mihirp98/status/1953196510725980173/photo/1",
                                        "id_str": "1953195546086391810",
                                        "indices": [
                                          282,
                                          305
                                        ],
                                        "media_key": "3_1953195546086391810",
                                        "media_url_https": "https://pbs.twimg.com/media/GxslAC1awAIOf7X.jpg",
                                        "type": "photo",
                                        "url": "https://t.co/lXEPNn3mrV",
                                        "ext_media_availability": {
                                          "status": "Available"
                                        },
                                        "features": {
                                          "all": {
                                            "tags": [
                                              {
                                                "user_id": "1828950203338211328",
                                                "name": "Mengning Wu",
                                                "screen_name": "WuMengning54261",
                                                "type": "user"
                                              }
                                            ]
                                          },
                                          "large": {
                                            "faces": []
                                          },
                                          "medium": {
                                            "faces": []
                                          },
                                          "small": {
                                            "faces": []
                                          },
                                          "orig": {
                                            "faces": []
                                          }
                                        },
                                        "sizes": {
                                          "large": {
                                            "h": 960,
                                            "w": 1460,
                                            "resize": "fit"
                                          },
                                          "medium": {
                                            "h": 789,
                                            "w": 1200,
                                            "resize": "fit"
                                          },
                                          "small": {
                                            "h": 447,
                                            "w": 680,
                                            "resize": "fit"
                                          },
                                          "thumb": {
                                            "h": 150,
                                            "w": 150,
                                            "resize": "crop"
                                          }
                                        },
                                        "original_info": {
                                          "height": 960,
                                          "width": 1460,
                                          "focus_rects": [
                                            {
                                              "x": 0,
                                              "y": 0,
                                              "w": 1460,
                                              "h": 818
                                            },
                                            {
                                              "x": 500,
                                              "y": 0,
                                              "w": 960,
                                              "h": 960
                                            },
                                            {
                                              "x": 618,
                                              "y": 0,
                                              "w": 842,
                                              "h": 960
                                            },
                                            {
                                              "x": 891,
                                              "y": 0,
                                              "w": 480,
                                              "h": 960
                                            },
                                            {
                                              "x": 0,
                                              "y": 0,
                                              "w": 1460,
                                              "h": 960
                                            }
                                          ]
                                        },
                                        "media_results": {
                                          "result": {
                                            "media_key": "3_1953195546086391810"
                                          }
                                        }
                                      }
                                    ],
                                    "symbols": [],
                                    "timestamps": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "extended_entities": {
                                    "media": [
                                      {
                                        "display_url": "pic.x.com/lXEPNn3mrV",
                                        "expanded_url": "https://x.com/mihirp98/status/1953196510725980173/photo/1",
                                        "id_str": "1953195546086391810",
                                        "indices": [
                                          282,
                                          305
                                        ],
                                        "media_key": "3_1953195546086391810",
                                        "media_url_https": "https://pbs.twimg.com/media/GxslAC1awAIOf7X.jpg",
                                        "type": "photo",
                                        "url": "https://t.co/lXEPNn3mrV",
                                        "ext_media_availability": {
                                          "status": "Available"
                                        },
                                        "features": {
                                          "all": {
                                            "tags": [
                                              {
                                                "user_id": "1828950203338211328",
                                                "name": "Mengning Wu",
                                                "screen_name": "WuMengning54261",
                                                "type": "user"
                                              }
                                            ]
                                          },
                                          "large": {
                                            "faces": []
                                          },
                                          "medium": {
                                            "faces": []
                                          },
                                          "small": {
                                            "faces": []
                                          },
                                          "orig": {
                                            "faces": []
                                          }
                                        },
                                        "sizes": {
                                          "large": {
                                            "h": 960,
                                            "w": 1460,
                                            "resize": "fit"
                                          },
                                          "medium": {
                                            "h": 789,
                                            "w": 1200,
                                            "resize": "fit"
                                          },
                                          "small": {
                                            "h": 447,
                                            "w": 680,
                                            "resize": "fit"
                                          },
                                          "thumb": {
                                            "h": 150,
                                            "w": 150,
                                            "resize": "crop"
                                          }
                                        },
                                        "original_info": {
                                          "height": 960,
                                          "width": 1460,
                                          "focus_rects": [
                                            {
                                              "x": 0,
                                              "y": 0,
                                              "w": 1460,
                                              "h": 818
                                            },
                                            {
                                              "x": 500,
                                              "y": 0,
                                              "w": 960,
                                              "h": 960
                                            },
                                            {
                                              "x": 618,
                                              "y": 0,
                                              "w": 842,
                                              "h": 960
                                            },
                                            {
                                              "x": 891,
                                              "y": 0,
                                              "w": 480,
                                              "h": 960
                                            },
                                            {
                                              "x": 0,
                                              "y": 0,
                                              "w": 1460,
                                              "h": 960
                                            }
                                          ]
                                        },
                                        "media_results": {
                                          "result": {
                                            "media_key": "3_1953195546086391810"
                                          }
                                        }
                                      }
                                    ]
                                  },
                                  "favorite_count": 456,
                                  "favorited": false,
                                  "full_text": "We ran more experiments to better understand “why” diffusion models do better in data-constrained settings than autoregressive. Our findings support the hypothesis that diffusion models benefit from learning over multiple token orderings, which contributes to their robustness and… https://t.co/lXEPNn3mrV",
                                  "is_quote_status": true,
                                  "lang": "en",
                                  "possibly_sensitive": false,
                                  "possibly_sensitive_editable": true,
                                  "quote_count": 3,
                                  "quoted_status_id_str": "1949001902970339471",
                                  "quoted_status_permalink": {
                                    "url": "https://t.co/2Ynfhv3Pwp",
                                    "expanded": "https://twitter.com/giffmana/status/1949001902970339471",
                                    "display": "x.com/giffmana/statu…"
                                  },
                                  "reply_count": 8,
                                  "retweet_count": 45,
                                  "retweeted": false,
                                  "user_id_str": "1037594703905136641",
                                  "id_str": "1953196510725980173"
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 292,
                              "bookmarked": false,
                              "created_at": "Wed Aug 06 21:26:43 +0000 2025",
                              "conversation_id_str": "1953206125639123188",
                              "display_text_range": [
                                0,
                                281
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "favorite_count": 435,
                              "favorited": false,
                              "full_text": "Amazing! Truly open review, through which we all gained more insights, i love it!\n\nResult: in multi epoch setting, making AR learn multiple orderings ~closes the gap to diffusion, explaining much of the difference.\n\nHow the truly open review happened (from my vague memory): Mihir…",
                              "is_quote_status": true,
                              "lang": "en",
                              "quote_count": 7,
                              "quoted_status_id_str": "1953196510725980173",
                              "quoted_status_permalink": {
                                "url": "https://t.co/HGUwbMsrvn",
                                "expanded": "https://twitter.com/mihirp98/status/1953196510725980173",
                                "display": "x.com/mihirp98/statu…"
                              },
                              "reply_count": 14,
                              "retweet_count": 25,
                              "retweeted": false,
                              "user_id_str": "2236047510",
                              "id_str": "1953206125639123188"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "related_tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "RelatedTweet"
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "tweetdetailrelatedtweets-1953052817012474353-tweet-1952960285150687599",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1952960285150687599",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNDQ4OTE3MTU4MDI1NzQ0NDIw",
                                  "rest_id": "1448917158025744420",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Fri Oct 15 07:43:15 +0000 2021",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Postdoctoral researcher at the university of Milan",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "f14-bertolotti.github.io",
                                            "expanded_url": "http://f14-bertolotti.github.io",
                                            "url": "https://t.co/A3Pcs47OJy",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 256,
                                    "followers_count": 702,
                                    "friends_count": 129,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 18,
                                    "location": "",
                                    "media_count": 110,
                                    "name": "Francesco Bertolotti",
                                    "normal_followers_count": 702,
                                    "pinned_tweet_ids_str": [
                                      "1800807518127669495"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1448917158025744420/1635505915",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1833026152698380288/sqxnF79C_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "f14bertolotti",
                                    "statuses_count": 197,
                                    "translator_type": "none",
                                    "url": "https://t.co/A3Pcs47OJy",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1952960285150687599"
                              ],
                              "editable_until_msecs": "1754460590000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "23723",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 334,
                              "bookmarked": false,
                              "created_at": "Wed Aug 06 05:09:50 +0000 2025",
                              "conversation_id_str": "1952960285150687599",
                              "display_text_range": [
                                0,
                                259
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/0iZfX7fXbr",
                                    "expanded_url": "https://x.com/f14bertolotti/status/1952960285150687599/photo/1",
                                    "id_str": "1952959849924358144",
                                    "indices": [
                                      260,
                                      283
                                    ],
                                    "media_key": "3_1952959849924358144",
                                    "media_url_https": "https://pbs.twimg.com/media/GxpOouNXcAAhhmN.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/0iZfX7fXbr",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1627,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 953,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 540,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1746,
                                      "width": 2198,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2198,
                                          "h": 1231
                                        },
                                        {
                                          "x": 226,
                                          "y": 0,
                                          "w": 1746,
                                          "h": 1746
                                        },
                                        {
                                          "x": 333,
                                          "y": 0,
                                          "w": 1532,
                                          "h": 1746
                                        },
                                        {
                                          "x": 663,
                                          "y": 0,
                                          "w": 873,
                                          "h": 1746
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2198,
                                          "h": 1746
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1952959849924358144"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/0iZfX7fXbr",
                                    "expanded_url": "https://x.com/f14bertolotti/status/1952960285150687599/photo/1",
                                    "id_str": "1952959849941057536",
                                    "indices": [
                                      260,
                                      283
                                    ],
                                    "media_key": "3_1952959849941057536",
                                    "media_url_https": "https://pbs.twimg.com/media/GxpOouRWQAAJ_Zj.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/0iZfX7fXbr",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1437,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 842,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 477,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1554,
                                      "width": 2214,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 314,
                                          "w": 2214,
                                          "h": 1240
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1554,
                                          "h": 1554
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1363,
                                          "h": 1554
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 777,
                                          "h": 1554
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2214,
                                          "h": 1554
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1952959849941057536"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/0iZfX7fXbr",
                                    "expanded_url": "https://x.com/f14bertolotti/status/1952960285150687599/photo/1",
                                    "id_str": "1952959849932668929",
                                    "indices": [
                                      260,
                                      283
                                    ],
                                    "media_key": "3_1952959849932668929",
                                    "media_url_https": "https://pbs.twimg.com/media/GxpOouPWQAEAEWP.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/0iZfX7fXbr",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 605,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 355,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 201,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 622,
                                      "width": 2104,
                                      "focus_rects": [
                                        {
                                          "x": 754,
                                          "y": 0,
                                          "w": 1111,
                                          "h": 622
                                        },
                                        {
                                          "x": 998,
                                          "y": 0,
                                          "w": 622,
                                          "h": 622
                                        },
                                        {
                                          "x": 1036,
                                          "y": 0,
                                          "w": 546,
                                          "h": 622
                                        },
                                        {
                                          "x": 1154,
                                          "y": 0,
                                          "w": 311,
                                          "h": 622
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2104,
                                          "h": 622
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1952959849932668929"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/0iZfX7fXbr",
                                    "expanded_url": "https://x.com/f14bertolotti/status/1952960285150687599/photo/1",
                                    "id_str": "1952959849932709888",
                                    "indices": [
                                      260,
                                      283
                                    ],
                                    "media_key": "3_1952959849932709888",
                                    "media_url_https": "https://pbs.twimg.com/media/GxpOouPW4AAoYDg.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/0iZfX7fXbr",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 914,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 536,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 304,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 940,
                                      "width": 2106,
                                      "focus_rects": [
                                        {
                                          "x": 265,
                                          "y": 0,
                                          "w": 1679,
                                          "h": 940
                                        },
                                        {
                                          "x": 634,
                                          "y": 0,
                                          "w": 940,
                                          "h": 940
                                        },
                                        {
                                          "x": 692,
                                          "y": 0,
                                          "w": 825,
                                          "h": 940
                                        },
                                        {
                                          "x": 869,
                                          "y": 0,
                                          "w": 470,
                                          "h": 940
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2106,
                                          "h": 940
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1952959849932709888"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "arxiv.org/pdf/2508.02124",
                                    "expanded_url": "http://arxiv.org/pdf/2508.02124",
                                    "url": "https://t.co/ZqIW6mZeLq",
                                    "indices": [
                                      236,
                                      259
                                    ]
                                  }
                                ],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/0iZfX7fXbr",
                                    "expanded_url": "https://x.com/f14bertolotti/status/1952960285150687599/photo/1",
                                    "id_str": "1952959849924358144",
                                    "indices": [
                                      260,
                                      283
                                    ],
                                    "media_key": "3_1952959849924358144",
                                    "media_url_https": "https://pbs.twimg.com/media/GxpOouNXcAAhhmN.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/0iZfX7fXbr",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1627,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 953,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 540,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1746,
                                      "width": 2198,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2198,
                                          "h": 1231
                                        },
                                        {
                                          "x": 226,
                                          "y": 0,
                                          "w": 1746,
                                          "h": 1746
                                        },
                                        {
                                          "x": 333,
                                          "y": 0,
                                          "w": 1532,
                                          "h": 1746
                                        },
                                        {
                                          "x": 663,
                                          "y": 0,
                                          "w": 873,
                                          "h": 1746
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2198,
                                          "h": 1746
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1952959849924358144"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/0iZfX7fXbr",
                                    "expanded_url": "https://x.com/f14bertolotti/status/1952960285150687599/photo/1",
                                    "id_str": "1952959849941057536",
                                    "indices": [
                                      260,
                                      283
                                    ],
                                    "media_key": "3_1952959849941057536",
                                    "media_url_https": "https://pbs.twimg.com/media/GxpOouRWQAAJ_Zj.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/0iZfX7fXbr",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1437,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 842,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 477,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1554,
                                      "width": 2214,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 314,
                                          "w": 2214,
                                          "h": 1240
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1554,
                                          "h": 1554
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1363,
                                          "h": 1554
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 777,
                                          "h": 1554
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2214,
                                          "h": 1554
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1952959849941057536"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/0iZfX7fXbr",
                                    "expanded_url": "https://x.com/f14bertolotti/status/1952960285150687599/photo/1",
                                    "id_str": "1952959849932668929",
                                    "indices": [
                                      260,
                                      283
                                    ],
                                    "media_key": "3_1952959849932668929",
                                    "media_url_https": "https://pbs.twimg.com/media/GxpOouPWQAEAEWP.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/0iZfX7fXbr",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 605,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 355,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 201,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 622,
                                      "width": 2104,
                                      "focus_rects": [
                                        {
                                          "x": 754,
                                          "y": 0,
                                          "w": 1111,
                                          "h": 622
                                        },
                                        {
                                          "x": 998,
                                          "y": 0,
                                          "w": 622,
                                          "h": 622
                                        },
                                        {
                                          "x": 1036,
                                          "y": 0,
                                          "w": 546,
                                          "h": 622
                                        },
                                        {
                                          "x": 1154,
                                          "y": 0,
                                          "w": 311,
                                          "h": 622
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2104,
                                          "h": 622
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1952959849932668929"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/0iZfX7fXbr",
                                    "expanded_url": "https://x.com/f14bertolotti/status/1952960285150687599/photo/1",
                                    "id_str": "1952959849932709888",
                                    "indices": [
                                      260,
                                      283
                                    ],
                                    "media_key": "3_1952959849932709888",
                                    "media_url_https": "https://pbs.twimg.com/media/GxpOouPW4AAoYDg.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/0iZfX7fXbr",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 914,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 536,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 304,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 940,
                                      "width": 2106,
                                      "focus_rects": [
                                        {
                                          "x": 265,
                                          "y": 0,
                                          "w": 1679,
                                          "h": 940
                                        },
                                        {
                                          "x": 634,
                                          "y": 0,
                                          "w": 940,
                                          "h": 940
                                        },
                                        {
                                          "x": 692,
                                          "y": 0,
                                          "w": 825,
                                          "h": 940
                                        },
                                        {
                                          "x": 869,
                                          "y": 0,
                                          "w": 470,
                                          "h": 940
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2106,
                                          "h": 940
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1952959849932709888"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 432,
                              "favorited": false,
                              "full_text": "A new attention mechanism, Dynamic Sparse Attention, just dropped. The authors' evaluation is extensive, showing good performance. with DSA the model generates its attention mask, and an efficient kernel saves computation. Cool work!\n\n🔗https://t.co/ZqIW6mZeLq https://t.co/0iZfX7fXbr",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 1,
                              "reply_count": 1,
                              "retweet_count": 61,
                              "retweeted": false,
                              "user_id_str": "1448917158025744420",
                              "id_str": "1952960285150687599"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "related_tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "RelatedTweet"
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "tweetdetailrelatedtweets-1953052817012474353-tweet-1953196510725980173",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1953196510725980173",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMDM3NTk0NzAzOTA1MTM2NjQx",
                                  "rest_id": "1037594703905136641",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Thu Sep 06 06:53:49 +0000 2018",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "PhD student at Carnegie Mellon",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "mihirp1998.github.io",
                                            "expanded_url": "http://mihirp1998.github.io/",
                                            "url": "https://t.co/f4q483xiuR",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 718,
                                    "followers_count": 1597,
                                    "friends_count": 393,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 18,
                                    "location": "Pittsburgh",
                                    "media_count": 53,
                                    "name": "Mihir Prabhudesai",
                                    "normal_followers_count": 1597,
                                    "pinned_tweet_ids_str": [
                                      "1947736993229885545"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1625789073070882821/7p1X5Gn5_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "mihirp98",
                                    "statuses_count": 200,
                                    "translator_type": "none",
                                    "url": "https://t.co/f4q483xiuR",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1953196510725980173"
                              ],
                              "editable_until_msecs": "1754516911000",
                              "is_edit_eligible": true,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "90770",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5NTMxOTY1MTA1NDk4MTkzOTY=",
                                  "text": "We ran more experiments to better understand “why” diffusion models do better in data-constrained settings than autoregressive. Our findings support the hypothesis that diffusion models benefit from learning over multiple token orderings, which contributes to their robustness and reduced overfitting.\n\nTo test this, we trained autoregressive (AR) models with varying numbers of token orderings: N=1 corresponds to the standard left-to-right ordering, while N=k includes the left-to-right order plus k−1 additional random permutations. As N increases, we observe that AR models become more data-efficient, exhibiting improved validation loss and reduced overfitting.\n\nAll models were trained for 100 epochs, and were evaluated using the standard left-to-right factorization. We also experimented with related approaches, such as RAR and σ-GPT, and observed consistent trends --introducing more random factorizations led to better generalization and less overfitting.\n\nWe have updated our arXiv submission with these new results. We thank @giffmana and @YouJiacheng for suggesting these experiments.\n\nOriginal paper post - https://t.co/gN2LALaFBa",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [
                                      {
                                        "display_url": "x.com/mihirp98/statu…",
                                        "expanded_url": "https://x.com/mihirp98/status/1947736993229885545",
                                        "url": "https://t.co/gN2LALaFBa",
                                        "indices": [
                                          1122,
                                          1145
                                        ]
                                      }
                                    ],
                                    "user_mentions": [
                                      {
                                        "id_str": "2236047510",
                                        "name": "Lucas Beyer (bl16)",
                                        "screen_name": "giffmana",
                                        "indices": [
                                          1038,
                                          1047
                                        ]
                                      },
                                      {
                                        "id_str": "3426190841",
                                        "name": "You Jiacheng",
                                        "screen_name": "YouJiacheng",
                                        "indices": [
                                          1052,
                                          1064
                                        ]
                                      }
                                    ]
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "quoted_status_result": {
                              "result": {
                                "__typename": "Tweet",
                                "rest_id": "1949001902970339471",
                                "has_birdwatch_notes": false,
                                "core": {
                                  "user_results": {
                                    "result": {
                                      "__typename": "User",
                                      "id": "VXNlcjoyMjM2MDQ3NTEw",
                                      "rest_id": "2236047510",
                                      "affiliates_highlighted_label": {},
                                      "has_graduated_access": true,
                                      "is_blue_verified": true,
                                      "profile_image_shape": "Circle",
                                      "legacy": {
                                        "can_dm": false,
                                        "can_media_tag": false,
                                        "created_at": "Sun Dec 08 13:31:09 +0000 2013",
                                        "default_profile": false,
                                        "default_profile_image": false,
                                        "description": "Researcher (now: Meta. ex:  OpenAI, DeepMind, Brain, RWTH Aachen), Gamer, Hacker, Belgian. Anon feedback: https://t.co/xe2XUqkKit\n✗DMs → email",
                                        "entities": {
                                          "description": {
                                            "urls": [
                                              {
                                                "display_url": "admonymous.co/giffmana",
                                                "expanded_url": "https://www.admonymous.co/giffmana",
                                                "url": "https://t.co/xe2XUqkKit",
                                                "indices": [
                                                  106,
                                                  129
                                                ]
                                              }
                                            ]
                                          },
                                          "url": {
                                            "urls": [
                                              {
                                                "display_url": "lucasb.eyer.be",
                                                "expanded_url": "http://lucasb.eyer.be",
                                                "url": "https://t.co/RsCh9TJjKC",
                                                "indices": [
                                                  0,
                                                  23
                                                ]
                                              }
                                            ]
                                          }
                                        },
                                        "fast_followers_count": 0,
                                        "favourites_count": 49368,
                                        "followers_count": 104877,
                                        "friends_count": 511,
                                        "has_custom_timelines": true,
                                        "is_translator": false,
                                        "listed_count": 1289,
                                        "location": "Zürich, Suisse",
                                        "media_count": 1943,
                                        "name": "Lucas Beyer (bl16)",
                                        "normal_followers_count": 104877,
                                        "pinned_tweet_ids_str": [
                                          "1570152923233144832"
                                        ],
                                        "possibly_sensitive": false,
                                        "profile_banner_url": "https://pbs.twimg.com/profile_banners/2236047510/1548960441",
                                        "profile_image_url_https": "https://pbs.twimg.com/profile_images/378800000845687873/37bba4f807fe3a2c644a252f8191338d_normal.jpeg",
                                        "profile_interstitial_type": "",
                                        "screen_name": "giffmana",
                                        "statuses_count": 21430,
                                        "translator_type": "none",
                                        "url": "https://t.co/RsCh9TJjKC",
                                        "verified": false,
                                        "want_retweets": false,
                                        "withheld_in_countries": []
                                      },
                                      "tipjar_settings": {}
                                    }
                                  }
                                },
                                "unmention_data": {},
                                "edit_control": {
                                  "edit_tweet_ids": [
                                    "1949001902970339471"
                                  ],
                                  "editable_until_msecs": "1753516839000",
                                  "is_edit_eligible": false,
                                  "edits_remaining": "5"
                                },
                                "is_translatable": false,
                                "views": {
                                  "count": "44894",
                                  "state": "EnabledWithCount"
                                },
                                "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                                "note_tweet": {
                                  "is_expandable": true,
                                  "note_tweet_results": {
                                    "result": {
                                      "id": "Tm90ZVR3ZWV0OjE5NDkwMDE5MDI3NjA2MjQxMjk=",
                                      "text": "Interesting, thanks!\n\nSo this is your next hypothesis then, right?\n\n> Diffusion models randomly factorize the joint, which enables them to generate tokens in random orders, which we think can’t simply be recreated by just random input masking while still having the next token prediction objective\n\nThe ideal next step is to design some experiment(s) that can support or disprove this hypothesis.\n\nI maybe have one idea for one, though it's not perfect. You could at the start of training sample N permutations, and during training use one of them at random for each sequence. N=1 would just be regular AR training. N=2 would be training a mixed forward and backwards AR LM. And then you can continue increasing N and make a plot. I guess one question would be whether at eval time to also randomize which permutation to use, or ensemble them.\n\nThis experiment would add your hypothesis to the AR model, so if your hypothesis for the reason is correct performance should improve at least a bit.\n\nI've actually seen something close to this with AR models before: i had a severely overfitting (many epochs) AR model on task A, then i add a completely unrelated task B and see performance on A increasing, section 5.4 and especially 5.4.4 in https://t.co/L5yzGxyQlo. So I'm genuinely curious about this experiment\n\nAnother way would be to try an experiment that removes the hypothesis from the diffusion model and see if it deteriorates, though i don't have a good idea without making it ridiculous.",
                                      "entity_set": {
                                        "hashtags": [],
                                        "symbols": [],
                                        "timestamps": [],
                                        "urls": [
                                          {
                                            "display_url": "arxiv.org/pdf/2303.17376",
                                            "expanded_url": "https://arxiv.org/pdf/2303.17376",
                                            "url": "https://t.co/L5yzGxyQlo",
                                            "indices": [
                                              1239,
                                              1262
                                            ]
                                          }
                                        ],
                                        "user_mentions": []
                                      }
                                    }
                                  }
                                },
                                "legacy": {
                                  "bookmark_count": 37,
                                  "bookmarked": false,
                                  "created_at": "Sat Jul 26 07:00:39 +0000 2025",
                                  "conversation_id_str": "1948875821797798136",
                                  "display_text_range": [
                                    10,
                                    290
                                  ],
                                  "entities": {
                                    "hashtags": [],
                                    "media": [
                                      {
                                        "display_url": "pic.x.com/sZaHbD16qF",
                                        "expanded_url": "https://x.com/giffmana/status/1949001902970339471/photo/1",
                                        "id_str": "1949001898192781313",
                                        "indices": [
                                          291,
                                          314
                                        ],
                                        "media_key": "3_1949001898192781313",
                                        "media_url_https": "https://pbs.twimg.com/media/Gww-5nBXwAEhrs4.jpg",
                                        "type": "photo",
                                        "url": "https://t.co/sZaHbD16qF",
                                        "ext_media_availability": {
                                          "status": "Available"
                                        },
                                        "features": {
                                          "large": {
                                            "faces": []
                                          },
                                          "medium": {
                                            "faces": []
                                          },
                                          "small": {
                                            "faces": []
                                          },
                                          "orig": {
                                            "faces": []
                                          }
                                        },
                                        "sizes": {
                                          "large": {
                                            "h": 1144,
                                            "w": 1206,
                                            "resize": "fit"
                                          },
                                          "medium": {
                                            "h": 1138,
                                            "w": 1200,
                                            "resize": "fit"
                                          },
                                          "small": {
                                            "h": 645,
                                            "w": 680,
                                            "resize": "fit"
                                          },
                                          "thumb": {
                                            "h": 150,
                                            "w": 150,
                                            "resize": "crop"
                                          }
                                        },
                                        "original_info": {
                                          "height": 1144,
                                          "width": 1206,
                                          "focus_rects": [
                                            {
                                              "x": 0,
                                              "y": 235,
                                              "w": 1206,
                                              "h": 675
                                            },
                                            {
                                              "x": 62,
                                              "y": 0,
                                              "w": 1144,
                                              "h": 1144
                                            },
                                            {
                                              "x": 202,
                                              "y": 0,
                                              "w": 1004,
                                              "h": 1144
                                            },
                                            {
                                              "x": 526,
                                              "y": 0,
                                              "w": 572,
                                              "h": 1144
                                            },
                                            {
                                              "x": 0,
                                              "y": 0,
                                              "w": 1206,
                                              "h": 1144
                                            }
                                          ]
                                        },
                                        "media_results": {
                                          "result": {
                                            "media_key": "3_1949001898192781313"
                                          }
                                        }
                                      }
                                    ],
                                    "symbols": [],
                                    "timestamps": [],
                                    "urls": [],
                                    "user_mentions": [
                                      {
                                        "id_str": "1037594703905136641",
                                        "name": "Mihir Prabhudesai",
                                        "screen_name": "mihirp98",
                                        "indices": [
                                          0,
                                          9
                                        ]
                                      }
                                    ]
                                  },
                                  "extended_entities": {
                                    "media": [
                                      {
                                        "display_url": "pic.x.com/sZaHbD16qF",
                                        "expanded_url": "https://x.com/giffmana/status/1949001902970339471/photo/1",
                                        "id_str": "1949001898192781313",
                                        "indices": [
                                          291,
                                          314
                                        ],
                                        "media_key": "3_1949001898192781313",
                                        "media_url_https": "https://pbs.twimg.com/media/Gww-5nBXwAEhrs4.jpg",
                                        "type": "photo",
                                        "url": "https://t.co/sZaHbD16qF",
                                        "ext_media_availability": {
                                          "status": "Available"
                                        },
                                        "features": {
                                          "large": {
                                            "faces": []
                                          },
                                          "medium": {
                                            "faces": []
                                          },
                                          "small": {
                                            "faces": []
                                          },
                                          "orig": {
                                            "faces": []
                                          }
                                        },
                                        "sizes": {
                                          "large": {
                                            "h": 1144,
                                            "w": 1206,
                                            "resize": "fit"
                                          },
                                          "medium": {
                                            "h": 1138,
                                            "w": 1200,
                                            "resize": "fit"
                                          },
                                          "small": {
                                            "h": 645,
                                            "w": 680,
                                            "resize": "fit"
                                          },
                                          "thumb": {
                                            "h": 150,
                                            "w": 150,
                                            "resize": "crop"
                                          }
                                        },
                                        "original_info": {
                                          "height": 1144,
                                          "width": 1206,
                                          "focus_rects": [
                                            {
                                              "x": 0,
                                              "y": 235,
                                              "w": 1206,
                                              "h": 675
                                            },
                                            {
                                              "x": 62,
                                              "y": 0,
                                              "w": 1144,
                                              "h": 1144
                                            },
                                            {
                                              "x": 202,
                                              "y": 0,
                                              "w": 1004,
                                              "h": 1144
                                            },
                                            {
                                              "x": 526,
                                              "y": 0,
                                              "w": 572,
                                              "h": 1144
                                            },
                                            {
                                              "x": 0,
                                              "y": 0,
                                              "w": 1206,
                                              "h": 1144
                                            }
                                          ]
                                        },
                                        "media_results": {
                                          "result": {
                                            "media_key": "3_1949001898192781313"
                                          }
                                        }
                                      }
                                    ]
                                  },
                                  "favorite_count": 68,
                                  "favorited": false,
                                  "full_text": "@mihirp98 Interesting, thanks!\n\nSo this is your next hypothesis then, right?\n\n&gt; Diffusion models randomly factorize the joint, which enables them to generate tokens in random orders, which we think can’t simply be recreated by just random input masking while still having the next token… https://t.co/sZaHbD16qF",
                                  "in_reply_to_screen_name": "mihirp98",
                                  "in_reply_to_status_id_str": "1948875821797798136",
                                  "in_reply_to_user_id_str": "1037594703905136641",
                                  "is_quote_status": false,
                                  "lang": "en",
                                  "possibly_sensitive": false,
                                  "possibly_sensitive_editable": true,
                                  "quote_count": 2,
                                  "reply_count": 7,
                                  "retweet_count": 1,
                                  "retweeted": false,
                                  "user_id_str": "2236047510",
                                  "id_str": "1949001902970339471"
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 324,
                              "bookmarked": false,
                              "created_at": "Wed Aug 06 20:48:31 +0000 2025",
                              "conversation_id_str": "1953196510725980173",
                              "display_text_range": [
                                0,
                                281
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/lXEPNn3mrV",
                                    "expanded_url": "https://x.com/mihirp98/status/1953196510725980173/photo/1",
                                    "id_str": "1953195546086391810",
                                    "indices": [
                                      282,
                                      305
                                    ],
                                    "media_key": "3_1953195546086391810",
                                    "media_url_https": "https://pbs.twimg.com/media/GxslAC1awAIOf7X.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/lXEPNn3mrV",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "all": {
                                        "tags": [
                                          {
                                            "user_id": "1828950203338211328",
                                            "name": "Mengning Wu",
                                            "screen_name": "WuMengning54261",
                                            "type": "user"
                                          }
                                        ]
                                      },
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 960,
                                        "w": 1460,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 789,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 447,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 960,
                                      "width": 1460,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1460,
                                          "h": 818
                                        },
                                        {
                                          "x": 500,
                                          "y": 0,
                                          "w": 960,
                                          "h": 960
                                        },
                                        {
                                          "x": 618,
                                          "y": 0,
                                          "w": 842,
                                          "h": 960
                                        },
                                        {
                                          "x": 891,
                                          "y": 0,
                                          "w": 480,
                                          "h": 960
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1460,
                                          "h": 960
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953195546086391810"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/lXEPNn3mrV",
                                    "expanded_url": "https://x.com/mihirp98/status/1953196510725980173/photo/1",
                                    "id_str": "1953195546086391810",
                                    "indices": [
                                      282,
                                      305
                                    ],
                                    "media_key": "3_1953195546086391810",
                                    "media_url_https": "https://pbs.twimg.com/media/GxslAC1awAIOf7X.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/lXEPNn3mrV",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "all": {
                                        "tags": [
                                          {
                                            "user_id": "1828950203338211328",
                                            "name": "Mengning Wu",
                                            "screen_name": "WuMengning54261",
                                            "type": "user"
                                          }
                                        ]
                                      },
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 960,
                                        "w": 1460,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 789,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 447,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 960,
                                      "width": 1460,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1460,
                                          "h": 818
                                        },
                                        {
                                          "x": 500,
                                          "y": 0,
                                          "w": 960,
                                          "h": 960
                                        },
                                        {
                                          "x": 618,
                                          "y": 0,
                                          "w": 842,
                                          "h": 960
                                        },
                                        {
                                          "x": 891,
                                          "y": 0,
                                          "w": 480,
                                          "h": 960
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1460,
                                          "h": 960
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953195546086391810"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 456,
                              "favorited": false,
                              "full_text": "We ran more experiments to better understand “why” diffusion models do better in data-constrained settings than autoregressive. Our findings support the hypothesis that diffusion models benefit from learning over multiple token orderings, which contributes to their robustness and… https://t.co/lXEPNn3mrV",
                              "is_quote_status": true,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 3,
                              "quoted_status_id_str": "1949001902970339471",
                              "quoted_status_permalink": {
                                "url": "https://t.co/2Ynfhv3Pwp",
                                "expanded": "https://twitter.com/giffmana/status/1949001902970339471",
                                "display": "x.com/giffmana/statu…"
                              },
                              "reply_count": 8,
                              "retweet_count": 45,
                              "retweeted": false,
                              "user_id_str": "1037594703905136641",
                              "id_str": "1953196510725980173"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "related_tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "RelatedTweet"
                          }
                        }
                      }
                    }
                  }
                ],
                "displayType": "Vertical",
                "header": {
                  "displayType": "Classic",
                  "text": "Discover more",
                  "socialContext": {
                    "type": "TimelineGeneralContext",
                    "contextType": "TextOnly",
                    "text": "Sourced from across X"
                  },
                  "sticky": true
                },
                "clientEventInfo": {
                  "component": "related_tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "RelatedTweet"
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-bottom-1953476109563592663",
              "sortIndex": "1953476109563592663",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxwkK_O__9ULAAIAAACQRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUFzYkF2MG5xWnNoaXhzQkhicStHeURrR3hwUENEamFNVzhiR3lYZ3hsckFEUnNCSGh6TzIzQmRHd0VlU3JGYU1lb2JBUjdRUU52UUtCc2FvekI1bXNIeEd3RWUzazlhUU1JYkd5NmZhOVpBOUJzQkhtS01tdkVOCAADAAAAAgAA",
                "cursorType": "Bottom"
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Bottom"
        }
      ],
      "metadata": {
        "reader_mode_config": {
          "is_reader_mode_available": true
        },
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}