{"id":8324,"date":"2026-03-18T05:47:00","date_gmt":"2026-03-17T20:47:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8324"},"modified":"2026-03-14T14:58:30","modified_gmt":"2026-03-14T05:58:30","slug":"verifiable-reasoning-for-llm-based-generative-recommendation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8324","title":{"rendered":"Verifiable Reasoning for LLM-based Generative Recommendation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Verifiable Reasoning for LLM-based Generative Recommendation\u00a0<\/strong>[106.8]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306b\u304a\u3051\u308b\u63a8\u8ad6\u306f\u3001\u6700\u8fd1\u3001\u751f\u6210\u7684\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u306e\u5f37\u5316\u306b\u5f37\u3044\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b,\u691c\u8a3c\u3068\u63a8\u8ad6\u3092\u30a4\u30f3\u30bf\u30fc\u30ea\u30fc\u30d6\u3059\u308b\u65b0\u3057\u3044Textbftextitreason-verify-recommend\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u63d0\u6848\u3059\u308b\u3002 4\u3064\u306e\u5b9f\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5b9f\u9a13\u306f\u3001VRec\u304c\u52b9\u7387\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u3001\u63a8\u5968\u306e\u6709\u52b9\u6027\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2603.07725v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2603.07725v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 08 Mar 2026 16:55:45 GMT)<\/li>\n\n\n\n<li>\u300cwe propose a novel reason-verify-recommend paradigm, which interleaves reasoning with verification to provide reliable feedback, guiding the reasoning process toward more faithful user preference understanding.\u300d\u3068\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u3067\u306e\u63a8\u8ad6\u3067\u52b9\u679c\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002Qwen2.5-1.5B\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u5b9f\u88c5\u3001\u52b9\u679c\u3092\u78ba\u8a8d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Linxyhaha\/Verifiable-Rec\">Linxyhaha\/Verifiable-Rec \u00b7 GitHub<\/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":[327],"class_list":["post-8324","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-recommendation"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8324","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=8324"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8324\/revisions"}],"predecessor-version":[{"id":8325,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8324\/revisions\/8325"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8324"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8324"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8324"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}