@arankomatsuzaki
RT @roy_eisenstadt: 1/7 🥥 New speculative decoding method! Introducing DCOCO: Contextual Correction of Parallel Drafts. Parallel drafters…
🐦 Twitter Post Details
Viewing enriched Twitter post
📊 Media Metadata
{
"score": 0.34,
"score_components": {
"author": 0.09,
"engagement": 0.0,
"quality": 0.04000000000000001,
"source": 0.135,
"nlp": 0.05,
"recency": 0.025
},
"scored_at": "2026-10-25T22:01:34.816612",
"import_source": "api_import",
"source_tagged_at": "2026-10-25T22:01:34.816623",
"enriched": true,
"enriched_at": "2026-10-25T22:01:34.816625"
}🔧 Raw API Response
{
"type": "tweet",
"id": "2114426847597666339",
"url": "https://x.com/arankomatsuzaki/status/2114426847597666339",
"twitterUrl": "https://twitter.com/arankomatsuzaki/status/2114426847597666339",
"text": "RT @roy_eisenstadt: 1/7 🥥 New speculative decoding method!\n\nIntroducing DCOCO: Contextual Correction of Parallel Drafts.\n\nParallel drafters…",
"source": "",
"retweetCount": 10,
"replyCount": 1,
"likeCount": 38,
"quoteCount": 3,
"viewCount": 8201,
"createdAt": "Sun Oct 25 18:40:19 +0000 2026",
"lang": "en",
"bookmarkCount": 29,
"isReply": false,
"inReplyToId": null,
"conversationId": "2114426847597666339",
"displayTextRange": [
0,
140
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "arankomatsuzaki",
"url": "https://x.com/arankomatsuzaki",
"twitterUrl": "https://twitter.com/arankomatsuzaki",
"id": "794433401591693312",
"name": "Aran Komatsuzaki",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1561220982328754176/JOYS5kab_normal.jpg",
"coverPicture": "",
"description": "",
"location": "",
"followers": 197810,
"following": 446,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Fri Nov 04 06:57:37 +0000 2016",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 17554,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 2584,
"statusesCount": 6949,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"2035363139299242192"
],
"profile_bio": {
"description": "Sharing AI research. Early work on AI (GPT-J, scaling, MoE). Ex ML PhD (GT) & Google.",
"entities": {
"description": {},
"url": {
"urls": [
{
"display_url": "arankomatsuzaki.wordpress.com/about-me/",
"expanded_url": "https://arankomatsuzaki.wordpress.com/about-me/",
"indices": [
0,
23
],
"url": "https://t.co/aZGCShojNY"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null,
"protected": false
},
"extendedEntities": {},
"card": null,
"place": {},
"entities": {
"user_mentions": [
{
"id_str": "2390014254",
"indices": [
3,
18
],
"name": "Roy Eisenstadt",
"screen_name": "roy_eisenstadt"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": {
"type": "tweet",
"id": "2114414130190856572",
"url": "https://x.com/roy_eisenstadt/status/2114414130190856572",
"twitterUrl": "https://twitter.com/roy_eisenstadt/status/2114414130190856572",
"text": "1/7 🥥 New speculative decoding method!\n\nIntroducing DCOCO: Contextual Correction of Parallel Drafts.\n\nParallel drafters are fast, but lose context between predicted tokens.\n\nDCOCO restores it without giving up parallelism.\n\nUp to 6.6× faster than vanilla decoding. 🧵 https://t.co/gdgRcytlxD",
"source": "",
"retweetCount": 10,
"replyCount": 1,
"likeCount": 38,
"quoteCount": 3,
"viewCount": 8201,
"createdAt": "Sun Oct 25 17:49:47 +0000 2026",
"lang": "en",
"bookmarkCount": 29,
"isReply": false,
"inReplyToId": null,
"conversationId": "2114414130190856572",
"displayTextRange": [
0,
266
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "roy_eisenstadt",
"url": "https://x.com/roy_eisenstadt",
"twitterUrl": "https://twitter.com/roy_eisenstadt",
"id": "2390014254",
"name": "Roy Eisenstadt",
"isVerified": false,
"isBlueVerified": false,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1942303034303754240/mxqYluQI_normal.jpg",
"coverPicture": "",
"description": "",
"location": "",
"followers": 40,
"following": 45,
"status": "",
"canDm": false,
"canMediaTag": true,
"createdAt": "Fri Mar 14 23:17:38 +0000 2014",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 20,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 9,
"statusesCount": 21,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [],
"profile_bio": {
"description": "",
"entities": {
"description": {}
}
},
"isAutomated": false,
"automatedBy": null,
"protected": false
},
"extendedEntities": {
"media": [
{
"display_url": "pic.x.com/gdgRcytlxD",
"expanded_url": "https://x.com/roy_eisenstadt/status/2114414130190856572/photo/1",
"ext_master_playlist_only": [],
"ext_media_availability": {
"status": "Available"
},
"ext_playlists": [],
"id_str": "2114406003676475392",
"indices": [
267,
290
],
"media_key": "16_2114406003676475392",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwAAgoAAR1X4Q7IFvAACgACHVfocuIXsXwAAA==",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAACCgABHVfhDsgW8AAKAAIdV+hy4hexfAAA",
"media_key": "16_2114406003676475392"
}
},
"media_url_https": "https://pbs.twimg.com/tweet_video_thumb/HVfhDsgW8AAmbNT.jpg",
"original_info": {
"focus_rects": [],
"height": 540,
"width": 960
},
"sizes": {
"large": {
"h": 540,
"w": 960
}
},
"type": "animated_gif",
"url": "https://t.co/gdgRcytlxD",
"video_info": {
"aspect_ratio": [
16,
9
],
"variants": [
{
"bitrate": 0,
"content_type": "video/mp4",
"url": "https://video.twimg.com/tweet_video/HVfhDsgW8AAmbNT.mp4"
}
]
}
}
]
},
"card": null,
"place": {},
"entities": {},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
},
"isLimitedReply": false,
"communityInfo": null,
"article": null
}