{
  "type": "tweet",
  "id": "2029279925346418709",
  "url": "https://x.com/wonmin_byeon/status/2029279925346418709",
  "twitterUrl": "https://twitter.com/wonmin_byeon/status/2029279925346418709",
  "text": "🚀 New paper: Mamba–Transformer hybrid VLMs can go fast without forgetting.\n\nWe introduce stateful token reduction for long-video VLMs.\n\n✅ Only 25% of visual tokens\n🚀 3.8–4.2× faster prefilling (TTFT)\n🎯 Near-baseline accuracy (can exceed baseline with light finetuning) https://t.co/CJaCktyWCt",
  "source": "Twitter for iPhone",
  "retweetCount": 23,
  "replyCount": 3,
  "likeCount": 209,
  "quoteCount": 2,
  "viewCount": 12855,
  "createdAt": "Wed Mar 04 19:36:51 +0000 2026",
  "lang": "en",
  "bookmarkCount": 136,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2029279925346418709",
  "displayTextRange": [
    0,
    268
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "wonmin_byeon",
    "url": "https://x.com/wonmin_byeon",
    "twitterUrl": "https://twitter.com/wonmin_byeon",
    "id": "1242618514290049026",
    "name": "Wonmin Byeon",
    "isVerified": false,
    "isBlueVerified": false,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1242623128133459969/tzlJnA57_normal.jpg",
    "coverPicture": "",
    "description": "",
    "location": "California",
    "followers": 1059,
    "following": 282,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Wed Mar 25 01:05:20 +0000 2020",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 135,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 9,
    "statusesCount": 93,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "2029279925346418709"
    ],
    "profile_bio": {
      "description": "Researcher",
      "entities": {
        "description": {
          "hashtags": [],
          "symbols": [],
          "urls": [],
          "user_mentions": []
        },
        "url": {
          "urls": [
            {
              "display_url": "wonmin-byeon.github.io",
              "expanded_url": "https://wonmin-byeon.github.io/",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/YwI4fsFOhn"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {
    "media": [
      {
        "display_url": "pic.twitter.com/CJaCktyWCt",
        "expanded_url": "https://twitter.com/wonmin_byeon/status/2029279925346418709/photo/1",
        "ext_media_availability": {
          "status": "Available"
        },
        "features": {
          "large": {
            "faces": []
          },
          "orig": {
            "faces": []
          }
        },
        "id_str": "2029279921865146368",
        "indices": [
          269,
          292
        ],
        "media_key": "3_2029279921865146368",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARwpc1ZcmsAACgACHClzVywawBUAAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAABCgABHClzVlyawAAKAAIcKXNXLBrAFQAA",
            "media_key": "3_2029279921865146368"
          }
        },
        "media_url_https": "https://pbs.twimg.com/media/HClzVlyawAAa9eT.jpg",
        "original_info": {
          "focus_rects": [
            {
              "h": 692,
              "w": 1236,
              "x": 0,
              "y": 0
            },
            {
              "h": 838,
              "w": 838,
              "x": 0,
              "y": 0
            },
            {
              "h": 838,
              "w": 735,
              "x": 0,
              "y": 0
            },
            {
              "h": 838,
              "w": 419,
              "x": 0,
              "y": 0
            },
            {
              "h": 838,
              "w": 1236,
              "x": 0,
              "y": 0
            }
          ],
          "height": 838,
          "width": 1236
        },
        "sizes": {
          "large": {
            "h": 838,
            "w": 1236
          }
        },
        "type": "photo",
        "url": "https://t.co/CJaCktyWCt"
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {
    "hashtags": [],
    "symbols": [],
    "timestamps": [],
    "urls": [],
    "user_mentions": []
  },
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "article": null
}