{"id":8117,"date":"2026-01-21T04:56:00","date_gmt":"2026-01-20T19:56:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8117"},"modified":"2026-01-18T15:00:56","modified_gmt":"2026-01-18T06:00:56","slug":"structured-knowledge-representation-through-contextual-pages-for-retrieval-augmented-generation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8117","title":{"rendered":"Structured Knowledge Representation through Contextual Pages for Retrieval-Augmented Generation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Structured Knowledge Representation through Contextual Pages for Retrieval-Augmented Generation\u00a0<\/strong>[53.8]<br>PAGER\u306f\u3001RAG\u306e\u305f\u3081\u306e\u30da\u30fc\u30b8\u99c6\u52d5\u306e\u81ea\u5f8b\u7684\u77e5\u8b58\u8868\u73fe\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 \u95a2\u9023\u6587\u66f8\u3092\u53cd\u5fa9\u7684\u306b\u691c\u7d22\u3057\u3066\u6d17\u7df4\u3057\u3001\u5404\u30b9\u30ed\u30c3\u30c8\u3092\u30dd\u30c3\u30d7\u30a2\u30c3\u30d7\u3055\u305b\u3001\u6700\u7d42\u7684\u306b\u30b3\u30d2\u30fc\u30ec\u30f3\u30c8\u306a\u30da\u30fc\u30b8\u3092\u69cb\u6210\u3059\u308b\u3002 \u5b9f\u9a13\u306e\u7d50\u679c\u3001PAGER\u306f\u3059\u3079\u3066\u306eRAG\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u4e00\u8cab\u3057\u3066\u4e0a\u56de\u3063\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.09402v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.09402v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 14 Jan 2026 11:44:31 GMT)]a<\/li>\n\n\n\n<li>\u300cPAGER first prompts the LLM to draw on its parametric knowledge to con- struct a structured cognitive outline for the target question. This outline consists of multiple slots, each representing a distinct aspect of the potentially relevant knowledge needed to answer the question. Then PAGER employs an iterative knowledge completion mechanism to iteratively retrieve supporting documents for each slot, refine them into concise knowledge evidence, and fill the corresponding slot in the page. This iterative process continues until all slots are filled with the corresponding knowledge evidence. Finally, PAGER uses this structured page as contextual knowledge to guide the LLM to answer the given question\u300d\u3068\u3044\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002Deep Research\u306e\u3088\u3046\u306a\u52d5\u304d\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/OpenBMB\/PAGER\">GitHub &#8211; OpenBMB\/PAGER<\/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":[324],"class_list":["post-8117","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-rag"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8117","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=8117"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8117\/revisions"}],"predecessor-version":[{"id":8118,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8117\/revisions\/8118"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8117"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8117"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8117"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}