Viewing enriched Twitter post
Next they will rediscover BM25. And more generally all the information retrieval techniques. It is well know that BM25 is better at finding specific terms than semantic search. Best is to use them both, something NVIDIA Nemo Retriever can do for you https://t.co/oTOSQ5LsBO
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2029821193813930430/media_0.jpg?",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2029821193813930430/media_0.jpg?",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-03-07T14:25:56.803164",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "2029821193813930430",
"url": "https://x.com/JFPuget/status/2029821193813930430",
"twitterUrl": "https://twitter.com/JFPuget/status/2029821193813930430",
"text": "Next they will rediscover BM25. And more generally all the information retrieval techniques.\n\nIt is well know that BM25 is better at finding specific terms than semantic search. \n\nBest is to use them both, something NVIDIA Nemo Retriever can do for you https://t.co/oTOSQ5LsBO",
"source": "Twitter for iPhone",
"retweetCount": 5,
"replyCount": 9,
"likeCount": 95,
"quoteCount": 0,
"viewCount": 11063,
"createdAt": "Fri Mar 06 07:27:39 +0000 2026",
"lang": "en",
"bookmarkCount": 67,
"isReply": false,
"inReplyToId": null,
"conversationId": "2029821193813930430",
"displayTextRange": [
0,
276
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "JFPuget",
"url": "https://x.com/JFPuget",
"twitterUrl": "https://twitter.com/JFPuget",
"id": "536428919",
"name": "JFPuget 🇺🇦🇨🇦🇬🇱",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/2065763037/JFP2_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/536428919/1406982595",
"description": "",
"location": "France ",
"followers": 19252,
"following": 1480,
"status": "",
"canDm": false,
"canMediaTag": true,
"createdAt": "Sun Mar 25 16:06:13 +0000 2012",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 35985,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 942,
"statusesCount": 33649,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1997020158204985442"
],
"profile_bio": {
"description": "Machine Learning at @Nvidia, 6x Kaggle Grandmaster CPMP. Arc Prize winner. ML PhD. Ex ENS Ulm, ILOG CPLEX, IBM. Views are my own.",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "0",
"indices": [
20,
27
],
"name": "",
"screen_name": "Nvidia"
}
]
},
"url": {
"urls": [
{
"display_url": "kaggle.com/cpmpml",
"expanded_url": "https://www.kaggle.com/cpmpml",
"indices": [
0,
23
],
"url": "https://t.co/BOAQ6dvWZY"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": {
"binding_values": [
{
"key": "photo_image_full_size_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 147,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=280x150",
"width": 280
}
}
},
{
"key": "description",
"value": {
"string_value": "Designed for production-ready information retrieval pipelines and provides security, stability, and support required by enterprises running businesses on AI."
}
},
{
"key": "domain",
"value": {
"string_value": "developer.nvidia.com"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 315,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=600x600",
"width": 600
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "site",
"value": {
"scribe_key": "publisher_id",
"user_value": {
"id_str": "61559439",
"path": []
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 76,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=144x144",
"width": 144
}
}
},
{
"key": "creator",
"value": {
"user_value": {
"id_str": "877952584333410305",
"path": []
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "developer.nvidia.com"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 87.4,
"rgb": {
"blue": 102,
"green": 0,
"red": 65
}
},
{
"percentage": 8.34,
"rgb": {
"blue": 234,
"green": 234,
"red": 234
}
},
{
"percentage": 1.29,
"rgb": {
"blue": 148,
"green": 217,
"red": 191
}
},
{
"percentage": 1.21,
"rgb": {
"blue": 29,
"green": 0,
"red": 19
}
},
{
"percentage": 0.45,
"rgb": {
"blue": 95,
"green": 205,
"red": 165
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "NVIDIA NeMo Retriever"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 87.4,
"rgb": {
"blue": 102,
"green": 0,
"red": 65
}
},
{
"percentage": 8.34,
"rgb": {
"blue": 234,
"green": 234,
"red": 234
}
},
{
"percentage": 1.29,
"rgb": {
"blue": 148,
"green": 217,
"red": 191
}
},
{
"percentage": 1.21,
"rgb": {
"blue": 29,
"green": 0,
"red": 19
}
},
{
"percentage": 0.45,
"rgb": {
"blue": 95,
"green": 205,
"red": 165
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 87.4,
"rgb": {
"blue": 102,
"green": 0,
"red": 65
}
},
{
"percentage": 8.34,
"rgb": {
"blue": 234,
"green": 234,
"red": 234
}
},
{
"percentage": 1.29,
"rgb": {
"blue": 148,
"green": 217,
"red": 191
}
},
{
"percentage": 1.21,
"rgb": {
"blue": 29,
"green": 0,
"red": 19
}
},
{
"percentage": 0.45,
"rgb": {
"blue": 95,
"green": 205,
"red": 165
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/oTOSQ5LsBO"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2029821195374186496/OfqC2vOI?format=jpg&name=orig",
"width": 1200
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/oTOSQ5LsBO",
"user_refs_results": [
{
"rest_id": "877952584333410305",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 8417
},
"avatar": {
"image_url": "https://pbs.twimg.com/profile_images/1836133629694742531/verSRYr8_normal.jpg"
},
"banner": {
"image_url": "https://pbs.twimg.com/profile_banners/877952584333410305/1753484171"
},
"core": {
"created_at": "Thu Jun 22 18:13:02 +0000 2017",
"name": "NVIDIA AI Developer",
"screen_name": "NVIDIAAIDev"
},
"dm_permissions": {
"can_dm": false
},
"exclusive_tweet_following": false,
"follow_request_sent": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": "Santa Clara, CA"
},
"media_permissions": {
"can_media_tag": true
},
"notifications_settings": {
"notifications_enabled": false
},
"pinned_items": {
"tweet_ids_str": [
"2029968215498006679"
]
},
"privacy": {
"protected": false,
"suspended": false
},
"private_super_following": false,
"profile_bio": {
"description": "All things AI for developers from @NVIDIA.",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "0",
"indices": [
34,
41
],
"name": "",
"screen_name": "NVIDIA"
}
]
},
"url": {
"urls": [
{
"display_url": "developer.nvidia.com/blog",
"expanded_url": "https://developer.nvidia.com/blog",
"indices": [
0,
23
],
"url": "https://t.co/WjFyGBCF6Q"
}
]
}
}
},
"profile_image_shape": "Square",
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "1DA1F2"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false
},
"relationship_counts": {
"followers": 94040,
"following": 360
},
"relationship_perspectives": {
"blocked_by": false,
"blocking": false,
"followed_by": false,
"following": false,
"live_following": false,
"muting": false
},
"rest_id": "877952584333410305",
"smart_blocked_by": false,
"smart_blocking": false,
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 3031,
"tweets": 6852
},
"verification": {
"is_blue_verified": true,
"verified": false,
"verified_type": "Business"
},
"website": {
"url": "https://t.co/WjFyGBCF6Q"
}
}
},
{
"rest_id": "61559439",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 4946
},
"avatar": {
"image_url": "https://pbs.twimg.com/profile_images/1828904711124078593/SRvCZSfQ_normal.jpg"
},
"banner": {
"image_url": "https://pbs.twimg.com/profile_banners/61559439/1749760220"
},
"core": {
"created_at": "Thu Jul 30 18:25:14 +0000 2009",
"name": "NVIDIA",
"screen_name": "nvidia"
},
"dm_permissions": {
"can_dm": false
},
"exclusive_tweet_following": false,
"follow_request_sent": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": "Santa Clara, CA"
},
"media_permissions": {
"can_media_tag": true
},
"notifications_settings": {
"notifications_enabled": false
},
"pinned_items": {
"tweet_ids_str": []
},
"privacy": {
"protected": false,
"suspended": false
},
"private_super_following": false,
"profile_bio": {
"description": "The official handle for NVIDIA. Blog: https://t.co/JAn5eKOTBT Support: https://t.co/6ln5FVnA2o All our social media: https://t.co/Uc56dL57Dh",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "blogs.nvidia.com",
"expanded_url": "https://blogs.nvidia.com",
"indices": [
38,
61
],
"url": "https://t.co/JAn5eKOTBT"
},
{
"display_url": "nvda.ws/2ei5pio",
"expanded_url": "http://nvda.ws/2ei5pio",
"indices": [
71,
94
],
"url": "https://t.co/6ln5FVnA2o"
},
{
"display_url": "nvda.ws/2wmlfGB",
"expanded_url": "http://nvda.ws/2wmlfGB",
"indices": [
117,
140
],
"url": "https://t.co/Uc56dL57Dh"
}
],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "nvidia.com",
"expanded_url": "https://www.nvidia.com",
"indices": [
0,
23
],
"url": "https://t.co/d1gaHqtMJD"
}
]
}
}
},
"profile_image_shape": "Square",
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "2276BB"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false
},
"relationship_counts": {
"followers": 2447305,
"following": 48
},
"relationship_perspectives": {
"blocked_by": false,
"blocking": false,
"followed_by": false,
"following": false,
"live_following": false,
"muting": false
},
"rest_id": "61559439",
"smart_blocked_by": false,
"smart_blocking": false,
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 3156,
"tweets": 13789
},
"verification": {
"is_blue_verified": true,
"verified": false,
"verified_type": "Business"
},
"website": {
"url": "https://t.co/d1gaHqtMJD"
}
}
}
]
},
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "developer.nvidia.com/nemo-retriever",
"expanded_url": "https://developer.nvidia.com/nemo-retriever",
"indices": [
253,
276
],
"url": "https://t.co/oTOSQ5LsBO"
}
],
"user_mentions": []
},
"quoted_tweet": {
"type": "tweet",
"id": "2029316990746411376",
"url": "https://x.com/mintlify/status/2029316990746411376",
"twitterUrl": "https://twitter.com/mintlify/status/2029316990746411376",
"text": "The assistant just got a lot smarter\n\nIt's now much faster and more precise\n\nWhat's new:\n→ Grep retrieval (more precise than semantic search)\n→ Multi-modal (ask questions about images)\n→ OpenAPI search (ask about a specific API endpoint) https://t.co/RvYD1iJsaM",
"source": "Twitter for iPhone",
"retweetCount": 10,
"replyCount": 10,
"likeCount": 131,
"quoteCount": 11,
"viewCount": 100832,
"createdAt": "Wed Mar 04 22:04:08 +0000 2026",
"lang": "en",
"bookmarkCount": 62,
"isReply": false,
"inReplyToId": null,
"conversationId": "2029316990746411376",
"displayTextRange": [
0,
237
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "mintlify",
"url": "https://x.com/mintlify",
"twitterUrl": "https://twitter.com/mintlify",
"id": "1454898105497882626",
"name": "Mintlify",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": "Business",
"profilePicture": "https://pbs.twimg.com/profile_images/2007938629797310464/XmtD5CZz_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/1454898105497882626/1759262432",
"description": "",
"location": "San Francisco",
"followers": 16930,
"following": 36,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Sun Oct 31 19:49:55 +0000 2021",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 3406,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 365,
"statusesCount": 1215,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [],
"profile_bio": {
"description": "The intelligent knowledge platform",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "mintlify.link/x",
"expanded_url": "https://mintlify.link/x",
"indices": [
0,
23
],
"url": "https://t.co/XJcXQo4rQk"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {
"media": [
{
"additional_media_info": {
"monetizable": false
},
"allow_download_status": {
"allow_download": true
},
"display_url": "pic.twitter.com/RvYD1iJsaM",
"expanded_url": "https://twitter.com/mintlify/status/2029316990746411376/video/1",
"ext_media_availability": {
"status": "Available"
},
"id_str": "2029316643407708163",
"indices": [
238,
261
],
"media_key": "13_2029316643407708163",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwABAoAARwplLxDGsADAAA=",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAAECgABHCmUvEMawAMAAA==",
"media_key": "13_2029316643407708163"
}
},
"media_url_https": "https://pbs.twimg.com/amplify_video_thumb/2029316643407708163/img/OaTENt5AlfTYIhQ6.jpg",
"original_info": {
"focus_rects": [],
"height": 720,
"width": 1280
},
"sizes": {
"large": {
"h": 720,
"w": 1280
}
},
"type": "video",
"url": "https://t.co/RvYD1iJsaM",
"video_info": {
"aspect_ratio": [
16,
9
],
"duration_millis": 50261,
"variants": [
{
"content_type": "application/x-mpegURL",
"url": "https://video.twimg.com/amplify_video/2029316643407708163/pl/1a0uXQ_mKIKhj0wb.m3u8?tag=21&v=3ff"
},
{
"bitrate": 256000,
"content_type": "video/mp4",
"url": "https://video.twimg.com/amplify_video/2029316643407708163/vid/avc1/480x270/MUHLDyB3Nu8FFcE7.mp4?tag=21"
},
{
"bitrate": 832000,
"content_type": "video/mp4",
"url": "https://video.twimg.com/amplify_video/2029316643407708163/vid/avc1/640x360/WuefyFYoVamKfrA-.mp4?tag=21"
},
{
"bitrate": 2176000,
"content_type": "video/mp4",
"url": "https://video.twimg.com/amplify_video/2029316643407708163/vid/avc1/1280x720/zCxcLFCd8kiKOiJt.mp4?tag=21"
}
]
}
}
]
},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
},
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}