{"id":3770,"date":"2023-09-04T06:45:00","date_gmt":"2023-09-03T21:45:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3770"},"modified":"2023-09-04T06:45:00","modified_gmt":"2023-09-03T21:45:00","slug":"can-programming-languages-boost-each-other-via-instruction-tuning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3770","title":{"rendered":"Can Programming Languages Boost Each Other via Instruction Tuning?"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Can Programming Languages Boost Each Other via Instruction Tuning?&nbsp;<\/strong>[31.2]<br>\u672c\u7a3f\u3067\u306f,\u30b3\u30fc\u30c9\u5927\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5fae\u8abf\u6574\u6bb5\u968e\u306b\u304a\u3044\u3066,\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u304c\u76f8\u4e92\u306b\u5f37\u5316\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u8a0e\u3059\u308b\u3002StarCoder\u4e0a\u30678\u3064\u306e\u4eba\u6c17\u306e\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e(Python\u3001JavaScript\u3001TypeScript\u3001C\u3001C++\u3001Java\u3001Go\u3001HTML)\u306e\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3059\u3002 \u7d50\u679c\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u304c\u4e92\u3044\u306b\u8457\u3057\u304f\u6539\u5584\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2308.16824v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2308.16824v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Thu, 31 Aug 2023 15:53:51 GMT)<\/li>\n\n\n\n<li>\u7570\u306a\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u95a2\u3059\u308bfine tuning\u304c\u4ed6\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u30b3\u30fc\u30c9\u751f\u6210\u306b\u826f\u3044\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u304b\u3092\u691c\u8a3c\u3057\u305f\u8ad6\u6587\u3002\u7d50\u679c\u306f\u52b9\u679c\u304c\u3042\u308b\u3002<\/li>\n\n\n\n<li>\u300cCODEM-Python 15B trained on Python is able to increase Java by an absolute 17.95% pass@1 on HumanEval-X.\u300d\u306f\u307e\u3041\u5206\u304b\u308b\u3068\u3057\u3066\u300c CODEM-HTML 7B trained on the HTML corpus can improve Java by an absolute 15.24% pass@1.\u300d\u306f\u4e0d\u601d\u8b70\u3002\u7d50\u679c\u3092\u898b\u308b\u3068\u306a\u3093\u3068\u306a\u304f\u8fd1\u3044\u8a00\u8a9e\u304c\u3088\u308a\u5f37\u5316\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u6c17\u306f\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/nl2code\/codem\">GitHub &#8211; NL2Code\/CodeM<\/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":[223,468],"class_list":["post-3770","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-468"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3770","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=3770"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3770\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3770"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3770"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3770"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}