{"id":8113,"date":"2026-01-28T05:45:00","date_gmt":"2026-01-27T20:45:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8113"},"modified":"2026-01-18T14:46:47","modified_gmt":"2026-01-18T05:46:47","slug":"vidore-v3-a-comprehensive-evaluation-of-retrieval-augmented-generation-in-complex-real-world-scenarios","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8113","title":{"rendered":"ViDoRe V3: A Comprehensive Evaluation of Retrieval Augmented Generation in Complex Real-World Scenarios\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>ViDoRe V3: A Comprehensive Evaluation of Retrieval Augmented Generation in Complex Real-World Scenarios\u00a0<\/strong>[8.3]<br>ViDoRe v3\u306f\u3001\u8996\u899a\u7684\u306b\u30ea\u30c3\u30c1\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30b3\u30fc\u30d1\u30b9\u4e0a\u306e\u30de\u30eb\u30c1\u30bf\u30a4\u30d7\u30af\u30a8\u30ea\u3092\u7279\u5fb4\u3068\u3059\u308b\u7dcf\u5408\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002 \u3055\u307e\u3056\u307e\u306a\u5c02\u9580\u5bb6\u30c9\u30e1\u30a4\u30f3\u306b\u307e\u305f\u304c\u308b10\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30ab\u30d0\u30fc\u3057\u3066\u304a\u308a\u300126,000\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30da\u30fc\u30b8\u30683,099\u306e\u4eba\u9593\u8a8d\u8a3c\u30af\u30a8\u30ea\u3092\u30da\u30a2\u306b\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.08620v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.08620v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 13 Jan 2026 15:00:33 GMT)<\/li>\n\n\n\n<li>\u300cWe introduce ViDoRe V3, a comprehensive multi- modal RAG benchmark featuring multi-type queries over visually rich document corpora. It covers 10 datasets across diverse professional domains, comprising 26,000 document pages paired with 3,099 human-verified queries, each available in 6 languages.\u300d\u3068\u3044\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u300cEvaluating state-of-the-art RAG pipelines, we find that visual retrievers outperform textual ones, late interaction and textual reranking yield substantial gains, and visual context improves answer generation quality.\u300d\u304c\u610f\u5916\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/huggingface.co\/vidore\">vidore (Vidore)<\/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-8113","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\/8113","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=8113"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8113\/revisions"}],"predecessor-version":[{"id":8114,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8113\/revisions\/8114"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8113"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8113"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8113"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}