Viewing enriched Twitter post
for data-constrained pre-training, synth data isnโt just benchmaxxing, it lowers loss on the real data distribution as we generate more tokens for even better scaling, treat synth gens as forming one long ๐บ๐ฒ๐ด๐ฎ๐ฑ๐ผ๐ฐ: 1.8x data efficiency with larger gains under more compute https://t.co/d2BuB2vT4K
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2035029597491011984/media_0.jpg",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2035029597491011984/media_0.jpg",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-03-20T22:08:08.804368",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "2035029597491011984",
"url": "https://x.com/konwookim/status/2035029597491011984",
"twitterUrl": "https://twitter.com/konwookim/status/2035029597491011984",
"text": "for data-constrained pre-training, synth data isnโt just benchmaxxing, it lowers loss on the real data distribution as we generate more tokens\n\nfor even better scaling, treat synth gens as forming one long ๐บ๐ฒ๐ด๐ฎ๐ฑ๐ผ๐ฐ: 1.8x data efficiency with larger gains under more compute https://t.co/d2BuB2vT4K",
"source": "Twitter for iPhone",
"retweetCount": 31,
"replyCount": 3,
"likeCount": 148,
"quoteCount": 5,
"viewCount": 13280,
"createdAt": "Fri Mar 20 16:23:59 +0000 2026",
"lang": "en",
"bookmarkCount": 91,
"isReply": false,
"inReplyToId": null,
"conversationId": "2035029597491011984",
"displayTextRange": [
0,
272
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "konwookim",
"url": "https://x.com/konwookim",
"twitterUrl": "https://twitter.com/konwookim",
"id": "1341689933749248000",
"name": "Konwoo Kim",
"isVerified": false,
"isBlueVerified": false,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1965980517330993152/eIWcfe-N_normal.jpg",
"coverPicture": "",
"description": "",
"location": "",
"followers": 264,
"following": 461,
"status": "",
"canDm": false,
"canMediaTag": true,
"createdAt": "Wed Dec 23 10:19:50 +0000 2020",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 290,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 7,
"statusesCount": 38,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"2035029597491011984"
],
"profile_bio": {
"description": "CS PhD @stanford, prev @SCSatCMU",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "0",
"indices": [
7,
16
],
"name": "",
"screen_name": "stanford"
},
{
"id_str": "0",
"indices": [
23,
32
],
"name": "",
"screen_name": "SCSatCMU"
}
]
},
"url": {
"urls": [
{
"display_url": "konwoo.kim",
"expanded_url": "https://konwoo.kim",
"indices": [
0,
23
],
"url": "https://t.co/L3H1HzxhYU"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {
"media": [
{
"allow_download_status": {
"allow_download": true
},
"display_url": "pic.twitter.com/d2BuB2vT4K",
"expanded_url": "https://twitter.com/konwookim/status/2035029597491011984/photo/1",
"ext_media_availability": {
"status": "Available"
},
"features": {
"all": {
"tags": [
{
"name": "Suhas Kotha",
"screen_name": "kothasuhas",
"type": "user",
"user_id": "1266445726491410432"
},
{
"name": "Yejin Choi",
"screen_name": "YejinChoinka",
"type": "user",
"user_id": "893882282175471616"
},
{
"name": "Tatsunori Hashimoto",
"screen_name": "tatsu_hashimoto",
"type": "user",
"user_id": "1118495199863476225"
},
{
"name": "Percy Liang",
"screen_name": "percyliang",
"type": "user",
"user_id": "86481377"
},
{
"name": "Nick Haber",
"screen_name": "nickhaber",
"type": "user",
"user_id": "24308239"
}
]
},
"large": {
"faces": [
{
"h": 94,
"w": 94,
"x": 1065,
"y": 476
}
]
},
"orig": {
"faces": [
{
"h": 94,
"w": 94,
"x": 1065,
"y": 476
}
]
}
},
"id_str": "2035026909445431296",
"indices": [
273,
296
],
"media_key": "3_2035026909445431296",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARw93jEt2yAACgACHD3gownboZAAAA==",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAABCgABHD3eMS3bIAAKAAIcPeCjCduhkAAA",
"media_key": "3_2035026909445431296"
}
},
"media_url_https": "https://pbs.twimg.com/media/HD3eMS3bIAAXHF8.jpg",
"original_info": {
"focus_rects": [
{
"h": 982,
"w": 1754,
"x": 0,
"y": 0
},
{
"h": 1092,
"w": 1092,
"x": 199,
"y": 0
},
{
"h": 1092,
"w": 958,
"x": 266,
"y": 0
},
{
"h": 1092,
"w": 546,
"x": 472,
"y": 0
},
{
"h": 1092,
"w": 1754,
"x": 0,
"y": 0
}
],
"height": 1092,
"width": 1754
},
"sizes": {
"large": {
"h": 1092,
"w": 1754
}
},
"type": "photo",
"url": "https://t.co/d2BuB2vT4K"
}
]
},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}