{"id":8083,"date":"2026-01-13T07:05:00","date_gmt":"2026-01-12T22:05:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8083"},"modified":"2026-01-13T09:56:35","modified_gmt":"2026-01-13T00:56:35","slug":"mind2report-a-cognitive-deep-research-agent-for-expert-level-commercial-report-synthesis","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8083","title":{"rendered":"Mind2Report: A Cognitive Deep Research Agent for Expert-Level Commercial Report Synthesis"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Mind2Report: A Cognitive Deep Research Agent for Expert-Level Commercial Report Synthesis\u00a0<\/strong>[43.8]<br>Mind2Report\u306f\u3001\u5c02\u9580\u5bb6\u30ec\u30d9\u30eb\u306e\u30ec\u30dd\u30fc\u30c8\u3092\u5408\u6210\u3059\u308b\u305f\u3081\u306b\u5546\u696d\u30a2\u30ca\u30ea\u30b9\u30c8\u3092\u30a8\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u3001\u8a8d\u77e5\u7684\u306a\u30c7\u30a3\u30fc\u30d7\u30ea\u30b5\u30fc\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3042\u308b\u3002 \u5177\u4f53\u7684\u306b\u306f\u3001\u307e\u305a\u304d\u3081\u7d30\u304b\u306a\u610f\u56f3\u3092\u63a2\u7d22\u3057\u3001\u305d\u308c\u304b\u3089Web\u30bd\u30fc\u30b9\u3092\u691c\u7d22\u3057\u3001\u84b8\u7559\u60c5\u5831\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u5f8c\u3001\u30ec\u30dd\u30fc\u30c8\u3092\u53cd\u5fa9\u7684\u306b\u5408\u6210\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.04879v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.04879v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 08 Jan 2026 12:27:52 GMT)<\/li>\n\n\n\n<li>\u300cIn this work, we propose Mind2Report, a cognitive DRA that synthesizes expert-level commercial reports shown in Figure 1. To clarify imprecise queries, it probes fine-grained intent through proactive questioning, which guides a preliminary search to construct the outline. Subsequently, to maintain context efficiency, it expands queries progressively while distilling information into a dynamic memory via multi-dimensional self-reflection. Finally, Mind2Report merges discrete knowledge from the memory to iteratively synthesize coherent reports based on the established outline.\u300d\u3068\u3044\u3046DeepReseach\u7cfb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u63d0\u6848\u3002\u300cComprehensive experiments demonstrate that Mind2Report surpasses leading baselines such as OpenAI and Gemini deep research agents across all metrics.\u300d\u3068\u306e\u3053\u3068\u3002\u5b9f\u696d\u52d9\u3092\u8e0f\u307e\u3048\u305f\u4f5c\u308a\u3053\u307f\u306f\u73fe\u5728\u3067\u3082\u6709\u52b9\u305d\u3046\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Melmaphother\/Mind2Report\">GitHub &#8211; Melmaphother\/Mind2Report<\/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":[686],"class_list":["post-8083","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-deepresearch"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8083","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=8083"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8083\/revisions"}],"predecessor-version":[{"id":8089,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8083\/revisions\/8089"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8083"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8083"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8083"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}