๐Ÿฆ Twitter Post Details

Viewing enriched Twitter post

@ylecun

RT @randall_balestr: Oops, SIGReg did it again! Large scale (CC12M->Datacomp-L) vision-language JEPA pretraining beats CLIP and SigLIP objeโ€ฆ

๐Ÿ“Š Media Metadata

{
  "score": 0.38,
  "score_components": {
    "author": 0.09,
    "engagement": 0.0,
    "quality": 0.08000000000000002,
    "source": 0.135,
    "nlp": 0.05,
    "recency": 0.025
  },
  "scored_at": "2026-07-02T22:01:45.340600",
  "import_source": "api_import",
  "source_tagged_at": "2026-07-02T22:01:45.340609",
  "enriched": true,
  "enriched_at": "2026-07-02T22:01:45.340610"
}

๐Ÿ”ง Raw API Response

{
  "type": "tweet",
  "id": "2072719097888928052",
  "url": "https://x.com/ylecun/status/2072719097888928052",
  "twitterUrl": "https://twitter.com/ylecun/status/2072719097888928052",
  "text": "RT @randall_balestr: Oops, SIGReg did it again! Large scale (CC12M->Datacomp-L) vision-language JEPA pretraining beats CLIP and SigLIP objeโ€ฆ",
  "source": "Twitter for iPhone",
  "retweetCount": 25,
  "replyCount": 2,
  "likeCount": 163,
  "quoteCount": 0,
  "viewCount": 22037,
  "createdAt": "Thu Jul 02 16:28:36 +0000 2026",
  "lang": "en",
  "bookmarkCount": 118,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2072719097888928052",
  "displayTextRange": [
    0,
    143
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "ylecun",
    "url": "https://x.com/ylecun",
    "twitterUrl": "https://twitter.com/ylecun",
    "id": "48008938",
    "name": "Yann LeCun",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1483577865056702469/rWA-3_T7_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/48008938/1642547502",
    "description": "",
    "location": "New York",
    "followers": 1227710,
    "following": 787,
    "status": "",
    "canDm": false,
    "canMediaTag": true,
    "createdAt": "Wed Jun 17 16:05:51 +0000 2009",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 30297,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 466,
    "statusesCount": 26528,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "1862598063275061484"
    ],
    "profile_bio": {
      "description": "Professor at NYU & Executive Chairman at AMI Labs. \nEx-Chief AI Scientist at Meta.\nResearcher in AI, Machine Learning, Robotics, etc.\nACM Turing Award Laureate.",
      "entities": {
        "description": {},
        "url": {
          "urls": [
            {
              "display_url": "yann.lecun.com",
              "expanded_url": "http://yann.lecun.com",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/POp7IBHfXy"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {},
  "card": null,
  "place": {},
  "entities": {
    "user_mentions": [
      {
        "id_str": "1246070462679040000",
        "indices": [
          3,
          19
        ],
        "name": "Randall Balestriero",
        "screen_name": "randall_balestr"
      }
    ]
  },
  "quoted_tweet": null,
  "retweeted_tweet": {
    "type": "tweet",
    "id": "2072699094040998064",
    "url": "https://x.com/randall_balestr/status/2072699094040998064",
    "twitterUrl": "https://twitter.com/randall_balestr/status/2072699094040998064",
    "text": "Oops, SIGReg did it again! Large scale (CC12M->Datacomp-L) vision-language JEPA pretraining beats CLIP and SigLIP objectives! Thanks to SIGReg, our LeVLJEPA has no collapse, no EMA, no stop-gradient, no negatives, no problem! Checkpoints/demo are live: https://t.co/wz6S6tYB6p",
    "source": "Twitter for iPhone",
    "retweetCount": 25,
    "replyCount": 2,
    "likeCount": 163,
    "quoteCount": 0,
    "viewCount": 22037,
    "createdAt": "Thu Jul 02 15:09:07 +0000 2026",
    "lang": "en",
    "bookmarkCount": 118,
    "isReply": false,
    "inReplyToId": null,
    "conversationId": "2072699094040998064",
    "displayTextRange": [
      0,
      279
    ],
    "inReplyToUserId": null,
    "inReplyToUsername": null,
    "author": {
      "type": "user",
      "userName": "randall_balestr",
      "url": "https://x.com/randall_balestr",
      "twitterUrl": "https://twitter.com/randall_balestr",
      "id": "1246070462679040000",
      "name": "Randall Balestriero",
      "isVerified": false,
      "isBlueVerified": true,
      "verifiedType": null,
      "profilePicture": "https://pbs.twimg.com/profile_images/1327365059685871619/4VtwVXV2_normal.jpg",
      "coverPicture": "https://pbs.twimg.com/profile_banners/1246070462679040000/1723917931",
      "description": "",
      "location": "USA",
      "followers": 6306,
      "following": 238,
      "status": "",
      "canDm": true,
      "canMediaTag": true,
      "createdAt": "Fri Apr 03 13:46:59 +0000 2020",
      "entities": {
        "description": {
          "urls": []
        },
        "url": {}
      },
      "fastFollowersCount": 0,
      "favouritesCount": 490,
      "hasCustomTimelines": true,
      "isTranslator": false,
      "mediaCount": 217,
      "statusesCount": 701,
      "withheldInCountries": [],
      "affiliatesHighlightedLabel": {},
      "possiblySensitive": false,
      "pinnedTweetIds": [
        "2072111835000590573"
      ],
      "profile_bio": {
        "description": "AI Researcher: From theory to practice (and back)\nPostdoc @MetaAI with @ylecun\nPhD @RiceUniversity with @rbaraniuk\nMasters @ENS_Ulm @Paris_Sorbonne",
        "entities": {
          "description": {
            "user_mentions": [
              {
                "id_str": "",
                "indices": [
                  58,
                  65
                ],
                "name": "",
                "screen_name": "MetaAI"
              },
              {
                "id_str": "",
                "indices": [
                  71,
                  78
                ],
                "name": "",
                "screen_name": "ylecun"
              },
              {
                "id_str": "",
                "indices": [
                  83,
                  98
                ],
                "name": "",
                "screen_name": "RiceUniversity"
              },
              {
                "id_str": "",
                "indices": [
                  104,
                  114
                ],
                "name": "",
                "screen_name": "rbaraniuk"
              },
              {
                "id_str": "",
                "indices": [
                  123,
                  131
                ],
                "name": "",
                "screen_name": "ENS_Ulm"
              },
              {
                "id_str": "",
                "indices": [
                  132,
                  147
                ],
                "name": "",
                "screen_name": "Paris_Sorbonne"
              }
            ]
          },
          "url": {
            "urls": [
              {
                "display_url": "randallbalestriero.github.io",
                "expanded_url": "https://randallbalestriero.github.io",
                "indices": [
                  0,
                  23
                ],
                "url": "https://t.co/vb5e6gCvqF"
              }
            ]
          }
        }
      },
      "isAutomated": false,
      "automatedBy": null
    },
    "extendedEntities": {},
    "card": null,
    "place": {},
    "entities": {
      "urls": [
        {
          "display_url": "levljepa.github.io",
          "expanded_url": "http://levljepa.github.io",
          "indices": [
            256,
            279
          ],
          "url": "https://t.co/wz6S6tYB6p"
        }
      ]
    },
    "quoted_tweet": {
      "type": "tweet",
      "id": "2072685678572269701",
      "url": "https://x.com/lukaskuhn77/status/2072685678572269701",
      "twitterUrl": "https://twitter.com/lukaskuhn77/status/2072685678572269701",
      "text": "๐Ÿ”ฅ We introduce LeVLJEPA: the first fully non-contrastive end-to-end vision-language pretraining method competitive with CLIP & SigLIP ๐Ÿ’ช๐Ÿผ\n\n๐Ÿ‘€ No negatives. No temperature. No momentum encoder. No teacher-student.\n\nTL;DR: LeVLJEPA learns image to text structure by prediction: each modality predicts the other's embedding, while SIGReg keeps each embedding isotropic Gaussian. ๐Ÿงต\n\n๐Ÿ“„ https://t.co/1qBXor8qTf",
      "source": "Twitter for iPhone",
      "retweetCount": 45,
      "replyCount": 4,
      "likeCount": 290,
      "quoteCount": 3,
      "viewCount": 45908,
      "createdAt": "Thu Jul 02 14:15:49 +0000 2026",
      "lang": "en",
      "bookmarkCount": 243,
      "isReply": false,
      "inReplyToId": null,
      "conversationId": "2072685678572269701",
      "displayTextRange": [
        0,
        282
      ],
      "inReplyToUserId": null,
      "inReplyToUsername": null,
      "author": {
        "type": "user",
        "userName": "lukaskuhn77",
        "url": "https://x.com/lukaskuhn77",
        "twitterUrl": "https://twitter.com/lukaskuhn77",
        "id": "2020483253065351168",
        "name": "Lukas Kuhn",
        "isVerified": false,
        "isBlueVerified": true,
        "verifiedType": null,
        "profilePicture": "https://pbs.twimg.com/profile_images/2061578359151144960/mhfLFnqX_normal.jpg",
        "coverPicture": "https://pbs.twimg.com/profile_banners/2020483253065351168/1782926526",
        "description": "",
        "location": "",
        "followers": 78,
        "following": 71,
        "status": "",
        "canDm": false,
        "canMediaTag": true,
        "createdAt": "Sun Feb 08 13:05:38 +0000 2026",
        "entities": {
          "description": {
            "urls": []
          },
          "url": {}
        },
        "fastFollowersCount": 0,
        "favouritesCount": 1375,
        "hasCustomTimelines": true,
        "isTranslator": false,
        "mediaCount": 13,
        "statusesCount": 64,
        "withheldInCountries": [],
        "affiliatesHighlightedLabel": {},
        "possiblySensitive": false,
        "pinnedTweetIds": [],
        "profile_bio": {
          "description": "AI Researcher @DKFZ \nTeaching models to imagine the future",
          "entities": {
            "description": {
              "user_mentions": [
                {
                  "id_str": "",
                  "indices": [
                    14,
                    19
                  ],
                  "name": "",
                  "screen_name": "DKFZ"
                }
              ]
            }
          }
        },
        "isAutomated": false,
        "automatedBy": null
      },
      "extendedEntities": {
        "media": [
          {
            "additional_media_info": {
              "monetizable": false
            },
            "allow_download_status": {
              "allow_download": true
            },
            "display_url": "pic.twitter.com/2Um4KQiUuJ",
            "expanded_url": "https://twitter.com/lukaskuhn77/status/2072685678572269701/video/1",
            "ext_master_playlist_only": [],
            "ext_media_availability": {
              "status": "Available"
            },
            "ext_playlists": [],
            "id_str": "2072681813609197568",
            "indices": [
              283,
              306
            ],
            "media_key": "13_2072681813609197568",
            "media_results": {
              "id": "QXBpTWVkaWFSZXN1bHRzOgwABAoAARzDpSDAlrAAAAA=",
              "result": {
                "__typename": "ApiMedia",
                "id": "QXBpTWVkaWE6DAAECgABHMOlIMCWsAAAAA==",
                "media_key": "13_2072681813609197568"
              }
            },
            "media_url_https": "https://pbs.twimg.com/amplify_video_thumb/2072681813609197568/img/tw6uNU7JOrs5ZTAM.jpg",
            "original_info": {
              "focus_rects": [],
              "height": 2298,
              "width": 4096
            },
            "sizes": {
              "large": {
                "h": 1149,
                "w": 2048
              }
            },
            "type": "video",
            "url": "https://t.co/2Um4KQiUuJ",
            "video_info": {
              "aspect_ratio": [
                2048,
                1149
              ],
              "duration_millis": 99386,
              "variants": [
                {
                  "content_type": "application/x-mpegURL",
                  "url": "https://video.twimg.com/amplify_video/2072681813609197568/pl/qdXqup_RtUf7xu9S.m3u8?tag=28&v=cfc"
                },
                {
                  "bitrate": 256000,
                  "content_type": "video/mp4",
                  "url": "https://video.twimg.com/amplify_video/2072681813609197568/vid/avc1/480x270/ySCYAPm38nPTgZWU.mp4?tag=28"
                },
                {
                  "bitrate": 832000,
                  "content_type": "video/mp4",
                  "url": "https://video.twimg.com/amplify_video/2072681813609197568/vid/avc1/640x360/n3jFJ4_1VKpiXh6q.mp4?tag=28"
                },
                {
                  "bitrate": 2176000,
                  "content_type": "video/mp4",
                  "url": "https://video.twimg.com/amplify_video/2072681813609197568/vid/avc1/1282x720/FAXn6YRqeHmd1ZO9.mp4?tag=28"
                },
                {
                  "bitrate": 10368000,
                  "content_type": "video/mp4",
                  "url": "https://video.twimg.com/amplify_video/2072681813609197568/vid/avc1/1924x1080/XyHnGi_6zuYge6RY.mp4?tag=28"
                },
                {
                  "bitrate": 25128000,
                  "content_type": "video/mp4",
                  "url": "https://video.twimg.com/amplify_video/2072681813609197568/vid/avc1/3850x2160/tl9ehv0wKHR9AaeI.mp4?tag=28"
                }
              ]
            }
          }
        ]
      },
      "card": null,
      "place": {},
      "entities": {
        "hashtags": [],
        "symbols": [],
        "timestamps": [],
        "urls": [
          {
            "display_url": "arxiv.org/abs/2607.00784",
            "expanded_url": "https://arxiv.org/abs/2607.00784",
            "indices": [
              379,
              402
            ],
            "url": "https://t.co/1qBXor8qTf"
          }
        ],
        "user_mentions": []
      },
      "quoted_tweet": null,
      "retweeted_tweet": null,
      "isLimitedReply": false,
      "communityInfo": null,
      "article": null
    },
    "retweeted_tweet": null,
    "isLimitedReply": false,
    "communityInfo": null,
    "article": null
  },
  "isLimitedReply": false,
  "communityInfo": null,
  "article": null
}