Full summary is here. Paper is here.

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This is an automated message from the Librarian Bot. I found the following papers similar to this paper.

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The following papers were recommended by the Semantic Scholar API

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\n\t\n\t\t\n\t\n\t\n\t\tLemur: Bridging Natural Language and Code for Advanced AI Agents!\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/

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By Arxflix

\n","updatedAt":"2024-06-09T07:19:46.909Z","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":0.5176085233688354},"editors":["blanchon"],"editorAvatarUrls":["/avatars/716b6a7d1094c8036b2a8a7b9063e8aa.svg"],"reactions":[],"isReport":false}}],"primaryEmailConfirmed":false,"paper":{"id":"2310.06830","authors":[{"_id":"652864bf1ddb701dc2cba3ab","user":{"_id":"601d29ab913ad3afd7b7ddb8","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1620447944896-601d29ab913ad3afd7b7ddb8.jpeg","isPro":false,"fullname":"Yiheng Xu","user":"ranpox","type":"user"},"name":"Yiheng 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and coding capabilities to serve as the\nbackbone of versatile language agents. The evolution from language chat models\nto functional language agents demands that models not only master human\ninteraction, reasoning, and planning but also ensure grounding in the relevant\nenvironments. This calls for a harmonious blend of language and coding\ncapabilities in the models. Lemur and Lemur-Chat are proposed to address this\nnecessity, demonstrating balanced proficiencies in both domains, unlike\nexisting open-source models that tend to specialize in either. Through\nmeticulous pre-training using a code-intensive corpus and instruction\nfine-tuning on text and code data, our models achieve state-of-the-art averaged\nperformance across diverse text and coding benchmarks among open-source models.\nComprehensive experiments demonstrate Lemur's superiority over existing\nopen-source models and its proficiency across various agent tasks involving\nhuman communication, tool usage, and interaction under fully- and partially-\nobservable environments. The harmonization between natural and programming\nlanguages enables Lemur-Chat to significantly narrow the gap with proprietary\nmodels on agent abilities, providing key insights into developing advanced\nopen-source agents adept at reasoning, planning, and operating seamlessly\nacross environments. https://github.com/OpenLemur/Lemur","upvotes":33,"discussionId":"652864c01ddb701dc2cba3fd","githubRepo":"https://github.com/openlemur/lemur","githubRepoAddedBy":"auto","ai_summary":"Lemur and Lemur-Chat are open-source language models combining language and coding capabilities, achieving state-of-the-art performance across various benchmarks and agent tasks.","ai_keywords":["language models","coding capabilities","harmonious blend","language and coding","pre-training","code-intensive corpus","instruction fine-tuning","state-of-the-art","diverse text and coding benchmarks","agent tasks","human communication","tool usage","interaction","fully-observable environments","partially-observable environments","proprietary models","advanced open-source agents"],"githubStars":555},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"612ee6a7b960e78c6d2319d4","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/612ee6a7b960e78c6d2319d4/2Hu9BaAyXbyh1vt0v1Qui.jpeg","isPro":false,"fullname":"Qian Liu","user":"SivilTaram","type":"user"},{"_id":"601d29ab913ad3afd7b7ddb8","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1620447944896-601d29ab913ad3afd7b7ddb8.jpeg","isPro":false,"fullname":"Yiheng Xu","user":"ranpox","type":"user"},{"_id":"618767e4238063b4615d042b","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1636263880877-noauth.jpeg","isPro":false,"fullname":"Tianbao Xie","user":"tianbaoxiexxx","type":"user"},{"_id":"63c9473b00104ea998dd5b6b","avatarUrl":"/avatars/3f73ed8e73a99d61722255793718c018.svg","isPro":false,"fullname":"Luoxuan Weng","user":"WhiteWolf82","type":"user"},{"_id":"6083902e1e36b13a64497d91","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6083902e1e36b13a64497d91/h4rGHMn2c6z5GesF0F6VU.png","isPro":false,"fullname":"cheng","user":"zhoujun","type":"user"},{"_id":"61e4c4ca1ab24785ac11ba69","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/61e4c4ca1ab24785ac11ba69/1Q1zhhyGSJ9RJG9MzwxVv.jpeg","isPro":false,"fullname":"Binyuan Hui","user":"huybery","type":"user"},{"_id":"611a31e94e5e661f8b21ebbf","avatarUrl":"/avatars/d7e4ce3cbe71bc7cbbab454a087c265c.svg","isPro":false,"fullname":"Tristan Marechaux","user":"tmarechaux","type":"user"},{"_id":"6039478ab3ecf716b1a5fd4d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6039478ab3ecf716b1a5fd4d/_Thy4E7taiSYBLKxEKJbT.jpeg","isPro":true,"fullname":"taesiri","user":"taesiri","type":"user"},{"_id":"642e76a8113b200fd767b3c9","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/642e76a8113b200fd767b3c9/03_CAAr6gy7H_F_iUWx76.png","isPro":false,"fullname":"Siheng Zhao","user":"OliverZhao","type":"user"},{"_id":"5f17f0a0925b9863e28ad517","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/5f17f0a0925b9863e28ad517/fXIY5i9RLsIa1v3CCuVtt.jpeg","isPro":true,"fullname":"Victor Mustar","user":"victor","type":"user"},{"_id":"5dd96eb166059660ed1ee413","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/5dd96eb166059660ed1ee413/NQtzmrDdbG0H8qkZvRyGk.jpeg","isPro":true,"fullname":"Julien Chaumond","user":"julien-c","type":"user"},{"_id":"6090856b1e62cfa4f5c23ccb","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6090856b1e62cfa4f5c23ccb/XtetET8dL65viJDOKIWzl.jpeg","isPro":true,"fullname":"Thomas Wood","user":"odellus","type":"user"}],"acceptLanguages":["*"],"dailyPaperRank":2}">