{"id":6360,"date":"2025-03-04T05:42:00","date_gmt":"2025-03-03T20:42:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6360"},"modified":"2025-03-04T05:42:00","modified_gmt":"2025-03-03T20:42:00","slug":"plangen-a-multi-agent-framework-for-generating-planning-and-reasoning-trajectories-for-complex-problem-solving","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6360","title":{"rendered":"PlanGEN: A Multi-Agent Framework for Generating Planning and Reasoning Trajectories for Complex Problem Solving\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>PlanGEN: A Multi-Agent Framework for Generating Planning and Reasoning Trajectories for Complex Problem Solving\u00a0<\/strong>[89.6]<br>\u5236\u7d04,\u691c\u8a3c,\u9078\u629e\u3068\u3044\u30463\u3064\u306e\u91cd\u8981\u306a\u8981\u7d20\u3092\u6301\u3064\u30e2\u30c7\u30eb\u306b\u4f9d\u5b58\u3057\u306a\u3044,\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bPlanGEN\u3092\u63d0\u6848\u3059\u308b\u3002 \u5177\u4f53\u7684\u306b\u306f\u3001\u63a8\u8ad6\u6642\u9593\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u5236\u7d04\u8a98\u5c0e\u53cd\u5fa9\u691c\u8a3c\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.16111v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.16111v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 22 Feb 2025 06:21:56 GMT)<\/li>\n\n\n\n<li>\u300cPlanGEN comprises three specialized LLM agents: a constraint agent, a verification agent, and a selection agent.\u300d\u3068\u3044\u3046\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002\u300cFurther, we introduced a Mixture of Algorithms, an iterative framework that integrates the selection agent (Figure 1) to dynamically choose the best algorithm.\u300d\u3068\u306e\u3053\u3068\u3060\u304c\u3001MoA\u306eA\u304cAgent\u306e\u3082\u306e\u3068\u7d1b\u3089\u308f\u3057\u3044\u3002\u3002<\/li>\n\n\n\n<li>Gemini-1.5-Pro, Gemini-2.0-Flash, GPT-4o\u3001\u305d\u308c\u305e\u308c\u5358\u4e00\u3067\u4f7f\u3046\u3088\u308a\u3082\u6027\u80fd\u304c\u5411\u4e0a\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u7684\u306a\u52b9\u679c\u306f\u51fa\u3066\u3044\u308b\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":[15,636],"class_list":["post-6360","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-agent","tag-636"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6360","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=6360"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6360\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6360"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6360"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6360"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}