{"id":6160,"date":"2025-02-05T05:09:00","date_gmt":"2025-02-04T20:09:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6160"},"modified":"2025-02-05T05:09:00","modified_gmt":"2025-02-04T20:09:00","slug":"execoder-empowering-large-language-models-with-executability-representation-for-code-translation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6160","title":{"rendered":"ExeCoder: Empowering Large Language Models with Executability Representation for Code Translation\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>ExeCoder: Empowering Large Language Models with Executability Representation for Code Translation\u00a0<\/strong>[37.3]<br>\u30b3\u30fc\u30c9\u7ffb\u8a33\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u6d3b\u52d5\u3067\u3059\u3002 \u65e2\u5b58\u306e\u5927\u304d\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u306e\u307f\u30b3\u30fc\u30c9\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u610f\u5473\u3092\u5b66\u7fd2\u3059\u308b\u3002 \u30b3\u30fc\u30c9\u7ffb\u8a33\u306b\u7279\u5316\u3057\u305fLLM\u3067\u3042\u308bExeCoder\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2501.18460v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2501.18460v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 30 Jan 2025 16:18:52 GMT)<\/li>\n\n\n\n<li>\u901a\u5e38\u306e\u30b3\u30fc\u30c9\u751f\u6210\u3068\u306f\u554f\u984c\u304c\u7570\u306a\u308b\u30b3\u30fc\u30c9\u7ffb\u8a33\u306b\u7279\u5316\u3057\u305fLLM\u306e\u63d0\u6848\u3002\u300cThe key idea of ExeCoder is to enhance the capabilities of LLMs in code translation by leveraging executability representations such as functional semantics, syntactic structure, and variable dependencies in code.\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3002DeepseekCoder-6.7b-instruct\u3092\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3068\u3057\u3066\u5546\u7528API\u3092\u8d85\u3048\u308b\u6027\u80fd\u3001SOTA\u3092\u4e3b\u5f35\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/execoder4trans.github.io\/\">ExeCoder: Empowering Large Language Models with Executability Representation for Code Translation<\/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":[468,485],"class_list":["post-6160","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-468","tag-485"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6160","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=6160"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6160\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6160"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6160"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6160"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}