{"id":5179,"date":"2024-07-24T04:46:00","date_gmt":"2024-07-23T19:46:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5179"},"modified":"2024-07-24T04:46:00","modified_gmt":"2024-07-23T19:46:00","slug":"case2code-learning-inductive-reasoning-with-synthetic-data","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5179","title":{"rendered":"Case2Code: Learning Inductive Reasoning with Synthetic Data"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Case2Code: Learning Inductive Reasoning with Synthetic Data\u00a0<\/strong>[105.9]<br>\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u8868\u73fe\u6027\u3068\u6b63\u78ba\u6027\u3092\u5229\u7528\u3057\u305ftextbfCase2Code \u30bf\u30b9\u30af\u3092\u63d0\u6848\u3059\u308b\u3002 \u307e\u305a\u3001\u5408\u6210\u3057\u305fCase2Code\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u4ee3\u8868LLM\u3092\u8a55\u4fa1\u3057\u3001LLM\u306b\u304a\u3044\u3066\u30b1\u30fc\u30b9\u30fb\u30c4\u30fc\u30fb\u30b3\u30fc\u30c9\u8a98\u5c0e\u304c\u56f0\u96e3\u3067\u3042\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u3059\u308b\u3002 \u5b9f\u9a13\u7d50\u679c\u304b\u3089,\u3053\u306e\u3088\u3046\u306a\u5e30\u7d0d\u7684\u5b66\u7fd2\u306f,Case2Code\u306e\u6027\u80fd\u3060\u3051\u3067\u306a\u304f,\u5b66\u7fd2\u7528LLM\u306e\u5404\u7a2e\u7b26\u53f7\u5316\u80fd\u529b\u306e\u5411\u4e0a\u306b\u3082\u5bc4\u4e0e\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.12504v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.12504v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 17 Jul 2024 11:35:00 GMT)<\/li>\n\n\n\n<li>\u89e3\u304f\u306e\u304c\u96e3\u3057\u3044\u300cCase2Code is a program synthesis task that targets the reconstruction of unknown programs based on observations of the program behaviors.\u300d\u3068\u3044\u3046\u30bf\u30b9\u30af\u306e\u305f\u3081\u5408\u6210\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3001\u4e00\u822c\u7684\u306aLLM\u3067\u306f\u30b9\u30b3\u30a2\u304c\u4f4e\u3044\u3053\u3068\u3092\u691c\u8a3c\u3002\u6b21\u306b\u5408\u6210\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305ffine tuning\u306e\u6709\u52b9\u6027\u3092\u793a\u3057\u305f\u8ad6\u6587\u3002\u3044\u307e\u3044\u3061\u7d0d\u5f97\u611f\u304c\u8584\u3044\u304c\u300cWe believe synthetic Case2Code is a promising way to continue improving the LLMs when human-generated data is exhausted.\u300d\u3068\u3044\u3046\u306e\u304c\u7d50\u8ad6\u3067\u3042\u308c\u3070\u305d\u308c\u306f\u793a\u305b\u3066\u3044\u308b\u306e\u304b\u30fb\u30fb\u30fb\uff1f<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/choosewhatulike\/case2code\">GitHub &#8211; choosewhatulike\/case2code<\/a><\/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":[390,468],"class_list":["post-5179","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-synthetic-data","tag-468"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5179","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=5179"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5179\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5179"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5179"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5179"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}