{"id":4472,"date":"2024-02-27T04:25:00","date_gmt":"2024-02-26T19:25:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4472"},"modified":"2024-02-27T04:25:00","modified_gmt":"2024-02-26T19:25:00","slug":"formal-llm","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4472","title":{"rendered":"Formal-LLM\u3068Structured Chain-of-Thought Prompting"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Formal-LLM: Integrating Formal Language and Natural Language for Controllable LLM-based Agents&nbsp;<\/strong>[42.4]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306b\u3088\u308a\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u30de\u30eb\u30c1\u30b9\u30c6\u30c3\u30d7\u30d7\u30e9\u30f3\u3092\u81ea\u52d5\u7684\u306b\u751f\u6210\u3057\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u3057\u304b\u3057\u3001\u73fe\u5728\u306eLLM\u30d9\u30fc\u30b9\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u3057\u3070\u3057\u3070\u7121\u52b9\u307e\u305f\u306f\u5b9f\u884c\u4e0d\u53ef\u80fd\u306a\u8a08\u753b\u3092\u751f\u6210\u3059\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u81ea\u7136\u8a00\u8a9e\u306e\u8868\u73fe\u6027\u3068\u5f62\u5f0f\u8a00\u8a9e\u306e\u7cbe\u5ea6\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067,LLM\u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u305f\u3081\u306e\u65b0\u3057\u3044\u30d5\u30a9\u30fc\u30de\u30ebLLM&#8217;\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2402.00798v2\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2402.00798v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Sun, 4 Feb 2024 22:16:48 GMT)<\/li>\n\n\n\n<li>LLM\u3092\u7528\u3044\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u5f62\u5f0f\u8a00\u8a9e\u306e\u878d\u5408\u3002\u300canother important problem to explore in the future is LLM plan verification based on formal language.\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u901a\u308a\u5f62\u5f0f\u691c\u8a3c\u306b\u6301\u3061\u8fbc\u3081\u308b\u3068\u9762\u767d\u3044\u3068\u601d\u3046\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/agiresearch\/Formal-LLM\">agiresearch\/Formal-LLM: Formal-LLM: Integrating Formal Language and Natural Language for Controllable LLM-based Agents (github.com)<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Structured Chain-of-Thought Prompting for Few-Shot Generation of Content-Grounded QA Conversations\u00a0<\/strong>[13.1]<br>\u672c\u7a3f\u3067\u306f,\u69cb\u9020\u5316\u30c1\u30a7\u30fc\u30f3\u30fb\u30aa\u30d6\u30fb\u30b7\u30fc\u30af\u30ec\u30c3\u30c8 (SCoT) \u3092\u7528\u3044\u3066,\u30b3\u30f3\u30c6\u30f3\u30c8\u30b0\u30e9\u30a6\u30f3\u30c9\u306b\u3088\u308b\u8cea\u554f\u5fdc\u7b54\u4f1a\u8a71\u3092\u751f\u6210\u3059\u308b\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002 \u5b9f\u9a13\u306e\u7d50\u679c,SCoT\u306b\u3088\u308b\u5e7b\u899a\u306e\u7de9\u548c\u306f,\u6587\u66f8\u306e\u63a5\u5730\u306b\u5bfe\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5fe0\u5b9f\u5ea6\u3092\u6700\u592716.8%\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2402.11770v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2402.11770v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 19 Feb 2024 01:49:53 GMT)<\/li>\n\n\n\n<li>\u300cAt the core of our proposal is a structured breakdown of the complex task into a number of states in a state machine, so that actions corresponding to various subtasks, e g , content reading and utterance generation, can be executed in their own dedicated states.\u300d<\/li>\n\n\n\n<li>\u4e0a\u8a18FormalLLM\u3068\u7d44\u307f\u5408\u308f\u3055\u3089\u306a\u3044\u304b\u306a\u3068\u601d\u308f\u306a\u304f\u3082\u306a\u3044\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[42,223,577],"class_list":["post-4472","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-llm","tag-577"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4472","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4472"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4472\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4472"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4472"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4472"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}