{"id":5262,"date":"2024-08-19T04:32:00","date_gmt":"2024-08-18T19:32:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5262"},"modified":"2024-08-19T04:32:00","modified_gmt":"2024-08-18T19:32:00","slug":"from-llms-to-llm-based-agents-for-software-engineering-a-survey-of-current-challenges-and-future","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5262","title":{"rendered":"From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future\u00a0<\/strong>[15.6]<br>\u672c\u7a3f\u3067\u306f,\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb (LLM) \u3068 LLM \u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5de5\u5b66\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u8df5\u3068\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u3002 \u7279\u306b\u3001\u8981\u4ef6\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30b3\u30fc\u30c9\u751f\u6210\u3001\u81ea\u5f8b\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u8a2d\u8a08\u3001\u30c6\u30b9\u30c8\u751f\u6210\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e6\u3064\u306e\u4e3b\u8981\u306a\u30c8\u30d4\u30c3\u30af\u3092\u8981\u7d04\u3057\u307e\u3059\u3002 \u6211\u3005\u306f\u3001\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3068\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u3064\u3044\u3066\u8ad6\u3058\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5de5\u5b66\u306b\u304a\u3051\u308b\u305d\u308c\u3089\u306e\u5fdc\u7528\u3068\u6709\u52b9\u6027\u306b\u3064\u3044\u3066\u5305\u62ec\u7684\u306b\u5206\u6790\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2408.02479v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2408.02479v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 05 Aug 2024 14:01:15 GMT)<\/li>\n\n\n\n<li>LLM\u3092\u7528\u3044\u305f\u30bd\u30d5\u30c8\u30a6\u30a8\u30a2\u5de5\u5b66\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3082\u30d5\u30a9\u30fc\u30ab\u30b9\u3057\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u300cThe analysis revealed that the emergence of LLM-based agents has led to extensive research and applications across various software engineering topics, demonstrating different emphases compared to traditional LLMs in terms of tasks, benchmarks, and evaluation metrics.\u300d\u3068\u7d50\u8ad6\u3057\u3001Agent\u306e\u6709\u52b9\u6027\u3092\u793a\u5506\u3057\u3066\u3044\u305d\u3046\u3002\uff08\u3057\u304b\u3057traditional LLMs\u3063\u3066\u30fb\u30fb\u30fb\uff09<\/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":[42,387,486],"class_list":["post-5262","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-survey","tag-486"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5262","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=5262"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5262\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5262"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5262"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5262"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}