https://twitter.com/hashtag/shorthebrewpapereviews?src=hashtag_click. So far I've shortly reviewed about deep learning papers. You are invited to follow and comment

\n

This paper review can be found at: https://twitter.com/MikeE_3_14/status/1675088525237051394?s=20

\n","updatedAt":"2023-07-01T10:39:56.739Z","author":{"_id":"63923905a83719c404cc5961","avatarUrl":"/avatars/143db6ac87f4a7ff9de9976481f59d46.svg","fullname":"Mike Erlihson","name":"mikeerl","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.8232403993606567},"editors":["mikeerl"],"editorAvatarUrls":["/avatars/143db6ac87f4a7ff9de9976481f59d46.svg"],"reactions":[],"isReport":false}},{"id":"64a3a1340a4ffdd34eff6d24","author":{"_id":"639f63899f1f2baab2f5a902","avatarUrl":"/avatars/8c5ea8ceb76a127e5f491c890adf65d5.svg","fullname":"Ken","name":"huggingfeet2019","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2023-07-04T04:33:56.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"There are actually a lot of large language vision models out there already.","html":"

There are actually a lot of large language vision models out there already.

\n","updatedAt":"2023-07-04T04:33:56.428Z","author":{"_id":"639f63899f1f2baab2f5a902","avatarUrl":"/avatars/8c5ea8ceb76a127e5f491c890adf65d5.svg","fullname":"Ken","name":"huggingfeet2019","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.9745213985443115},"editors":["huggingfeet2019"],"editorAvatarUrls":["/avatars/8c5ea8ceb76a127e5f491c890adf65d5.svg"],"reactions":[],"isReport":false}},{"id":"64a3a1a7565496b629861df9","author":{"_id":"639f63899f1f2baab2f5a902","avatarUrl":"/avatars/8c5ea8ceb76a127e5f491c890adf65d5.svg","fullname":"Ken","name":"huggingfeet2019","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2023-07-04T04:35:51.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"NVM this is actually pretty novel.","html":"

NVM this is actually pretty novel.

\n","updatedAt":"2023-07-04T04:35:51.349Z","author":{"_id":"639f63899f1f2baab2f5a902","avatarUrl":"/avatars/8c5ea8ceb76a127e5f491c890adf65d5.svg","fullname":"Ken","name":"huggingfeet2019","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.9729006290435791},"editors":["huggingfeet2019"],"editorAvatarUrls":["/avatars/8c5ea8ceb76a127e5f491c890adf65d5.svg"],"reactions":[{"reaction":"👍","users":["will33am"],"count":1}],"isReport":false}},{"id":"65d5e6cf5dd9785d778dfa6d","author":{"_id":"63fde9a227abbe6b3ce37288","avatarUrl":"/avatars/fc49f67c8478c61bbec843803b8e1079.svg","fullname":"nechba mohammed","name":"Nechba","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2024-02-21T12:04:31.000Z","type":"comment","data":{"edited":true,"hidden":false,"latest":{"raw":"\n","html":"","updatedAt":"2024-02-21T12:06:15.049Z","author":{"_id":"63fde9a227abbe6b3ce37288","avatarUrl":"/avatars/fc49f67c8478c61bbec843803b8e1079.svg","fullname":"nechba mohammed","name":"Nechba","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":2,"identifiedLanguage":{"language":"en","probability":0.5749505758285522},"editors":["Nechba"],"editorAvatarUrls":["/avatars/fc49f67c8478c61bbec843803b8e1079.svg"],"reactions":[],"isReport":false}},{"id":"6665582518f429c9262c70b0","author":{"_id":"6186ddf6a7717cb375090c01","avatarUrl":"/avatars/716b6a7d1094c8036b2a8a7b9063e8aa.svg","fullname":"Julien BLANCHON","name":"blanchon","type":"user","isPro":true,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":176,"isUserFollowing":false},"createdAt":"2024-06-09T07:22:13.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"# LENS: The Future of Computer Vision with Language Models!\n\nhttps://cdn-uploads.huggingface.co/production/uploads/6186ddf6a7717cb375090c01/H1fAMvvn9qkAU3f-bvEOH.mp4 \n\n## Links 🔗:\n👉 Subscribe: https://www.youtube.com/@Arxflix\n👉 Twitter: https://x.com/arxflix\n👉 LMNT (Partner): https://lmnt.com/\n\n\nBy Arxflix\n","html":"

\n\t\n\t\t\n\t\n\t\n\t\tLENS: The Future of Computer Vision with Language Models!\n\t\n

\n

\n\n

\n\t\n\t\t\n\t\n\t\n\t\tLinks 🔗:\n\t\n

\n

👉 Subscribe: https://www.youtube.com/@Arxflix
👉 Twitter: https://x.com/arxflix
👉 LMNT (Partner): https://lmnt.com/

\n

By Arxflix

\n","updatedAt":"2024-06-09T07:22:13.286Z","author":{"_id":"6186ddf6a7717cb375090c01","avatarUrl":"/avatars/716b6a7d1094c8036b2a8a7b9063e8aa.svg","fullname":"Julien BLANCHON","name":"blanchon","type":"user","isPro":true,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":176,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.5250943899154663},"editors":["blanchon"],"editorAvatarUrls":["/avatars/716b6a7d1094c8036b2a8a7b9063e8aa.svg"],"reactions":[],"isReport":false}}],"primaryEmailConfirmed":false,"paper":{"id":"2306.16410","authors":[{"_id":"649ce6f33e5ad160389de1a5","user":{"_id":"62503f03815d0fd28f847c19","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1656275265222-62503f03815d0fd28f847c19.jpeg","isPro":false,"fullname":"William Berrios","user":"will33am","type":"user"},"name":"William Berrios","status":"admin_assigned","statusLastChangedAt":"2023-06-29T11:17:07.044Z","hidden":false},{"_id":"649ce6f33e5ad160389de1a6","user":{"_id":"6311b43205cc08a1408d5a78","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6311b43205cc08a1408d5a78/PMGdqvQ9H8LWnPc3L-KPp.jpeg","isPro":false,"fullname":"Gautam Mittal","user":"gbm","type":"user"},"name":"Gautam Mittal","status":"admin_assigned","statusLastChangedAt":"2023-06-29T11:17:26.887Z","hidden":false},{"_id":"649ce6f33e5ad160389de1a7","user":{"_id":"61e9e3d4e2a95338e04c9f33","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/61e9e3d4e2a95338e04c9f33/c3Pfr2LrD5Dbf0eFkScP6.png","isPro":false,"fullname":"Tristan Thrush","user":"Tristan","type":"user"},"name":"Tristan Thrush","status":"admin_assigned","statusLastChangedAt":"2023-06-29T11:17:48.272Z","hidden":false},{"_id":"649ce6f33e5ad160389de1a8","user":{"_id":"61dc997715b47073db1620dc","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1641847245435-61dc997715b47073db1620dc.jpeg","isPro":false,"fullname":"Douwe Kiela","user":"douwekiela","type":"user"},"name":"Douwe Kiela","status":"admin_assigned","statusLastChangedAt":"2023-06-29T11:18:08.050Z","hidden":false},{"_id":"649ce6f33e5ad160389de1a9","user":{"_id":"6230c6ecfd8b720a5648f6c4","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1652253065548-6230c6ecfd8b720a5648f6c4.jpeg","isPro":false,"fullname":"Amanpreet Singh","user":"aps","type":"user"},"name":"Amanpreet Singh","status":"claimed_verified","statusLastChangedAt":"2024-02-19T09:36:07.606Z","hidden":false}],"publishedAt":"2023-06-28T17:57:10.000Z","submittedOnDailyAt":"2023-06-29T00:35:44.187Z","title":"Towards Language Models That Can See: Computer Vision Through the LENS\n of Natural Language","submittedOnDailyBy":{"_id":"60f1abe7544c2adfd699860c","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1674929746905-60f1abe7544c2adfd699860c.jpeg","isPro":false,"fullname":"AK","user":"akhaliq","type":"user"},"summary":"We propose LENS, a modular approach for tackling computer vision problems by\nleveraging the power of large language models (LLMs). Our system uses a\nlanguage model to reason over outputs from a set of independent and highly\ndescriptive vision modules that provide exhaustive information about an image.\nWe evaluate the approach on pure computer vision settings such as zero- and\nfew-shot object recognition, as well as on vision and language problems. LENS\ncan be applied to any off-the-shelf LLM and we find that the LLMs with LENS\nperform highly competitively with much bigger and much more sophisticated\nsystems, without any multimodal training whatsoever. We open-source our code at\nhttps://github.com/ContextualAI/lens and provide an interactive demo.","upvotes":29,"discussionId":"649ce6f83e5ad160389de20a","githubRepo":"https://github.com/contextualai/lens","githubRepoAddedBy":"auto","ai_summary":"LENS uses language models to reason over outputs from vision modules, achieving competitive performance in vision and vision-language tasks without multimodal training.","ai_keywords":["LENS","large language models (LLMs)","vision modules","zero-shot object recognition","few-shot object recognition","multimodal training"],"githubStars":356},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"643cff85b101ac80d583c592","avatarUrl":"/avatars/bc22f67e88d2f1797da656eded704992.svg","isPro":false,"fullname":"Cho","user":"1980Dragon","type":"user"},{"_id":"63d4c8ce13ae45b780792f32","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63d4c8ce13ae45b780792f32/QasegimoxBqfZwDzorukz.png","isPro":false,"fullname":"Ohenenoo","user":"PeepDaSlan9","type":"user"},{"_id":"634047a27158d417a0f7164f","avatarUrl":"/avatars/e61443eccba0c00119a11a7d391a6fdf.svg","isPro":false,"fullname":"Anonymous Guy","user":"anonymousguyt","type":"user"},{"_id":"62503f03815d0fd28f847c19","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1656275265222-62503f03815d0fd28f847c19.jpeg","isPro":false,"fullname":"William Berrios","user":"will33am","type":"user"},{"_id":"634afd43dcf125e4dafeb7e4","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/634afd43dcf125e4dafeb7e4/HkVWKYA0gCrwgYCHJ8nOg.jpeg","isPro":false,"fullname":"Ash Mari Walker","user":"AshMariWalker","type":"user"},{"_id":"6463a54ad2044cd1d7c8b6ea","avatarUrl":"/avatars/b36961718e54e31ba0b902eedc13ba28.svg","isPro":false,"fullname":"Peter Unger","user":"peterunger","type":"user"},{"_id":"63de2dc3e742e86dc91961a4","avatarUrl":"/avatars/0715c6aa84b2cf277796ef2681d70e46.svg","isPro":false,"fullname":"Basil Lennox ","user":"lennoxbasil","type":"user"},{"_id":"5ff0111581db4de1746a7514","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1672637245812-5ff0111581db4de1746a7514.png","isPro":false,"fullname":"Loy Jun Cheng","user":"poipii","type":"user"},{"_id":"64219cdd918f0fd889f0076e","avatarUrl":"/avatars/5b74c10d221240e679e49de81ec9fe9a.svg","isPro":false,"fullname":"Gautier Evennou","user":"Gevennou","type":"user"},{"_id":"63d180bab30415240fd54752","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63d180bab30415240fd54752/NubwOS3K4y8haplY-MDwh.jpeg","isPro":false,"fullname":"Jefferson Araujo","user":"jeffaraujo","type":"user"},{"_id":"646a8bc13eb2bab0419c291e","avatarUrl":"/avatars/222952bcc5a3b01e5aa92fc6a50471c4.svg","isPro":false,"fullname":"Aman Sahani ","user":"amansahani","type":"user"},{"_id":"6039478ab3ecf716b1a5fd4d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6039478ab3ecf716b1a5fd4d/_Thy4E7taiSYBLKxEKJbT.jpeg","isPro":true,"fullname":"taesiri","user":"taesiri","type":"user"}],"acceptLanguages":["*"],"dailyPaperRank":0}">