Viewing enriched Twitter post
SWAX: short windows, long memory ā¢ Hybrid of sliding-window attn + xLSTM RNN ā¢ Counter-intuitive: shorter windows ā better long-term recall ā¢ Fix: stochastic window sizes = strong short + long context performance ā¢ Outperforms fixed window attention https://t.co/Lg44gM7S8E
{
"media": [
{
"type": "photo",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1972874639333605540/media_0.jpg?",
"filename": "media_0.jpg"
}
],
"processed_at": "2025-10-06T13:29:29.439073",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "1972874639333605540",
"url": "https://x.com/arankomatsuzaki/status/1972874639333605540",
"twitterUrl": "https://twitter.com/arankomatsuzaki/status/1972874639333605540",
"text": "SWAX: short windows, long memory\n\nā¢ Hybrid of sliding-window attn + xLSTM RNN\nā¢ Counter-intuitive: shorter windows ā better long-term recall\nā¢ Fix: stochastic window sizes = strong short + long context performance\nā¢ Outperforms fixed window attention https://t.co/Lg44gM7S8E",
"source": "Twitter for iPhone",
"retweetCount": 21,
"replyCount": 6,
"likeCount": 145,
"quoteCount": 2,
"viewCount": 11248,
"createdAt": "Tue Sep 30 04:02:22 +0000 2025",
"lang": "en",
"bookmarkCount": 94,
"isReply": false,
"inReplyToId": null,
"conversationId": "1972874639333605540",
"displayTextRange": [
0,
250
],
"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": 146277,
"following": 309,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Fri Nov 04 06:57:37 +0000 2016",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 14929,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 2524,
"statusesCount": 6456,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [],
"profile_bio": {
"description": "Looking for a cofounder. Sharing AI research. Early work on AI (GPT-J, LAION, 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
},
"extendedEntities": {
"media": [
{
"allow_download_status": {
"allow_download": true
},
"display_url": "pic.twitter.com/Lg44gM7S8E",
"expanded_url": "https://twitter.com/arankomatsuzaki/status/1972874639333605540/photo/1",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {},
"orig": {}
},
"id_str": "1972873740896862208",
"indices": [
251,
274
],
"media_key": "3_1972873740896862208",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARthDjbw2oAACgACG2EPCB/bQKQAAA==",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAABCgABG2EONvDagAAKAAIbYQ8IH9tApAAA",
"media_key": "3_1972873740896862208"
}
},
"media_url_https": "https://pbs.twimg.com/media/G2EONvDagAAXne0.jpg",
"original_info": {
"focus_rects": [
{
"h": 937,
"w": 1674,
"x": 0,
"y": 0
},
{
"h": 1284,
"w": 1284,
"x": 153,
"y": 0
},
{
"h": 1284,
"w": 1126,
"x": 232,
"y": 0
},
{
"h": 1284,
"w": 642,
"x": 474,
"y": 0
},
{
"h": 1284,
"w": 1674,
"x": 0,
"y": 0
}
],
"height": 1284,
"width": 1674
},
"sizes": {
"large": {
"h": 1284,
"w": 1674
}
},
"type": "photo",
"url": "https://t.co/Lg44gM7S8E"
}
]
},
"card": null,
"place": {},
"entities": {},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}