{"id":6672,"date":"2025-05-07T05:06:00","date_gmt":"2025-05-06T20:06:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6672"},"modified":"2025-05-07T05:06:00","modified_gmt":"2025-05-06T20:06:00","slug":"universalrag-retrieval-augmented-generation-over-multiple-corpora-with-diverse-modalities-and-granularities","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6672","title":{"rendered":"UniversalRAG: Retrieval-Augmented Generation over Multiple Corpora with Diverse Modalities and Granularities"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>UniversalRAG: Retrieval-Augmented Generation over Multiple Corpora with Diverse Modalities and Granularities\u00a0<\/strong>[53.8]<br>UniversalRAG\u306f\u7570\u7a2e\u60c5\u5831\u6e90\u304b\u3089\u306e\u77e5\u8b58\u3092\u591a\u69d8\u3055\u3068\u7c92\u5ea6\u3067\u691c\u7d22\u30fb\u7d71\u5408\u3059\u308b\u305f\u3081\u306e\u65b0\u3057\u3044RAG\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u6700\u3082\u9069\u5207\u306a\u30e2\u30c0\u30ea\u30c6\u30a3\u56fa\u6709\u30b3\u30fc\u30d1\u30b9\u3092\u52d5\u7684\u306b\u8b58\u5225\u3057,\u305d\u306e\u5185\u90e8\u3067\u30bf\u30fc\u30b2\u30c3\u30c8\u691c\u7d22\u3092\u884c\u3046\u30e2\u30c0\u30ea\u30c6\u30a3\u5bfe\u5fdc\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u6a5f\u69cb\u3092\u63d0\u6848\u3059\u308b\u3002 \u8907\u6570\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u306b\u307e\u305f\u304c\u308b8\u3064\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067UniversalRAG\u3092\u691c\u8a3c\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2504.20734v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2504.20734v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 29 Apr 2025 13:18:58 GMT)<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306aRAG\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u300cUniversalRAG dynamically determines the most suitable knowledge source to retrieve from, based on the modality requirement of the given query, then routes the retrieval process to the corresponding modality-specific corpus.\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3002\u30eb\u30fc\u30bf\u30fc\u306f\u300cTraining-free Router\uff08\u5b9f\u9a13\u3067\u306fGPT-4o\uff09\u300d\u3068\u300cTrained Router\u00a0\uff08\u5b9f\u9a13\u3067\u306fDistilBERT \u3001T5-Large\uff09\u300d\u304c\u8a66\u3055\u308c\u3066\u3044\u3066\u5e73\u5747\u7684\u306b\u306fTrained Router\u304c\u512a\u52e2\u306b\u898b\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/universalrag.github.io\/\">UniversalRAG: Retrieval-Augmented Generation over Multiple Corpora with Diverse Modalities and Granularities<\/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-6672","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\/6672","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=6672"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6672\/revisions"}],"predecessor-version":[{"id":6705,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6672\/revisions\/6705"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6672"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6672"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6672"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}