{"id":7583,"date":"2025-10-24T05:16:00","date_gmt":"2025-10-23T20:16:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7583"},"modified":"2025-10-12T12:42:37","modified_gmt":"2025-10-12T03:42:37","slug":"unidoc-bench-a-unified-benchmark-for-document-centric-multimodal-rag","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7583","title":{"rendered":"UNIDOC-BENCH: A Unified Benchmark for Document-Centric Multimodal RAG"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>UNIDOC-BENCH: A Unified Benchmark for Document-Centric Multimodal RAG\u00a0<\/strong>[82.8]<br>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u691c\u7d22\u62e1\u5f35\u751f\u6210(MM-RAG)\u306f,\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u73fe\u5b9f\u4e16\u754c\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u306b\u9069\u7528\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u3002 UniDoc-Bench\u306f\u300170\u4e07\u306e\u73fe\u5b9f\u4e16\u754c\u306ePDF\u30da\u30fc\u30b8\u304b\u3089\u69cb\u7bc9\u3055\u308c\u305fMM-RAG\u306e\u305f\u3081\u306e\u6700\u521d\u306e\u5927\u898f\u6a21\u3067\u73fe\u5b9f\u7684\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002 \u5b9f\u9a13\u306b\u3088\u308a,\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c6\u30ad\u30b9\u30c8\u753b\u50cf\u878d\u5408RAG\u30b7\u30b9\u30c6\u30e0\u306f,\u975e\u30e2\u30fc\u30c0\u30eb\u304a\u3088\u3073\u5171\u540c\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u57cb\u3081\u8fbc\u307f\u306b\u57fa\u3065\u304f\u691c\u7d22\u306b\u304a\u3044\u3066\u4e00\u8cab\u3057\u3066\u512a\u308c\u3066\u3044\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.03663v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.03663v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 09 Oct 2025 05:30:23 GMT)<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306aRAG\u306e\u305f\u3081\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u4e0b\u8a18\u306e\u3088\u3046\u306b\u5305\u62ec\u7684\u3067\u5927\u898f\u6a21\uff08\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u8a18\u8f09\u3088\u308a\u5f15\u7528\uff09\n<ul class=\"wp-block-list\">\n<li>70,000 real-world PDF pages across 8 diverse domains<\/li>\n\n\n\n<li>1,600 multimodal QA pairs with 20% expert validation<\/li>\n\n\n\n<li>Four query types: factual retrieval, comparison, summarization, and logical reasoning<\/li>\n\n\n\n<li>Unified evaluation protocol with standardized candidate pools, prompts, and metrics<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/SalesforceAIResearch\/UniDOC-Bench\">GitHub &#8211; SalesforceAIResearch\/UniDoc-Bench<\/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":[324,517],"class_list":["post-7583","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-rag","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7583","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=7583"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7583\/revisions"}],"predecessor-version":[{"id":7584,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7583\/revisions\/7584"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7583"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7583"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7583"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}