{"id":6204,"date":"2025-02-11T06:16:00","date_gmt":"2025-02-10T21:16:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6204"},"modified":"2025-02-11T06:16:00","modified_gmt":"2025-02-10T21:16:00","slug":"deeprag-thinking-to-retrieval-step-by-step-for-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6204","title":{"rendered":"DeepRAG: Thinking to Retrieval Step by Step for Large Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>DeepRAG: Thinking to Retrieval Step by Step for Large Language Models\u00a0<\/strong>[92.9]<br>\u6211\u3005\u306f\u30de\u30eb\u30b3\u30d5\u6c7a\u5b9a\u904e\u7a0b(MDP)\u3068\u3057\u3066\u691c\u7d22\u5f37\u5316\u63a8\u8ad6\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308bDeepRAG\u3092\u63d0\u6848\u3059\u308b\u3002 \u30af\u30a8\u30ea\u3092\u53cd\u5fa9\u7684\u306b\u5206\u89e3\u3059\u308b\u3053\u3068\u3067\u3001DeepRAG\u306f\u5916\u90e8\u77e5\u8b58\u3092\u53d6\u5f97\u3059\u308b\u304b\u3001\u3042\u308b\u3044\u306f\u5404\u30b9\u30c6\u30c3\u30d7\u3067\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af\u63a8\u8ad6\u306b\u4f9d\u5b58\u3059\u308b\u304b\u3092\u52d5\u7684\u306b\u6c7a\u5b9a\u3059\u308b\u3002 \u5b9f\u9a13\u306e\u7d50\u679c\u3001DeepRAG\u306f\u89e3\u7b54\u7cbe\u5ea6\u309221.99%\u5411\u4e0a\u3055\u305b\u3001\u691c\u7d22\u5f37\u5316\u63a8\u8ad6\u306e\u6700\u9069\u5316\u306e\u6709\u52b9\u6027\u3092\u793a\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.01142v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.01142v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 03 Feb 2025 08:22:45 GMT)<\/li>\n\n\n\n<li>\u300c(1) Binary Tree Search, (2) Imitation Learning, and (3) Chain of Calibration.\u300d\u3068\u304b\u306a\u308a\u51dd\u3063\u305fRAG\u3002\u7cbe\u5ea6\u5411\u4e0a\u306b\u52b9\u679c\u304c\u3042\u308b\u306e\u306f\u305d\u3046\u3060\u308d\u3046\u3068\u601d\u3046\u304c\u30fb\u30fb\u30fb\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":[15,324],"class_list":["post-6204","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-agent","tag-rag"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6204","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=6204"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6204\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6204"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6204"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6204"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}