{
  "user": {
    "created_at": "2015-09-04T12:59:26.000Z",
    "default_profile_image": false,
    "description": "Building with AI Agents @dair_ai • Prev: Meta AI, Elastic, Galactica LLM, PhD • I also teach how to build with LLMs, RAG & AI Agents ⬇️",
    "fast_followers_count": 0,
    "favourites_count": 27933,
    "followers_count": 216711,
    "friends_count": 532,
    "has_custom_timelines": true,
    "is_translator": false,
    "listed_count": 3689,
    "location": "",
    "media_count": 2656,
    "name": "elvis",
    "normal_followers_count": 216711,
    "possibly_sensitive": false,
    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
    "screen_name": "omarsar0",
    "statuses_count": 12439,
    "translator_type": "regular",
    "url": "https://t.co/JBU5beHQNs",
    "verified": true,
    "withheld_in_countries": [],
    "id_str": "3448284313"
  },
  "id": "1846592954921849029",
  "conversation_id": "1846592954921849029",
  "full_text": "Model Swarms\n\nResearchers from Google and UoW propose a new collaborative search algorithm to adapt LLM via swarm intelligence.\n\nA pool of LLM experts collaboratively move in the weight space and optimize a utility function representing various adaptation objectives.\n\nTop quote: \"Extensive experiments demonstrate that MODEL SWARMS could flexibly adapt LLM experts to a single task, multi-task domains, reward models, as well as diverse human interests, improving over 12 model composition baselines by up to 21.0% across tasks and contexts.\"\n\nOne interesting observation in the paper is that the collaborative search process helps to discover new skills and enables the weak-to-strong transition of experts.",
  "reply_count": 6,
  "retweet_count": 119,
  "favorite_count": 423,
  "hashtags": [],
  "symbols": [],
  "user_mentions": [],
  "urls": [],
  "media": [
    {
      "media_url": "https://pbs.twimg.com/media/GaBqgHrbMAAGPH5.jpg",
      "type": "photo"
    }
  ],
  "url": "https://twitter.com/omarsar0/status/1846592954921849029",
  "created_at": "2024-10-16T16:44:03.000Z",
  "#sort_index": "1846592954921849029",
  "view_count": 33140,
  "quote_count": 5,
  "is_quote_tweet": false,
  "is_retweet": false,
  "is_pinned": false,
  "is_truncated": true,
  "startUrl": "https://x.com/omarsar0/status/1846592954921849029"
}