{"id":7262,"date":"2025-08-15T05:43:00","date_gmt":"2025-08-14T20:43:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7262"},"modified":"2025-08-11T13:48:49","modified_gmt":"2025-08-11T04:48:49","slug":"beyond-chunks-and-graphs-retrieval-augmented-generation-through-triplet-driven-thinking","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7262","title":{"rendered":"Beyond Chunks and Graphs: Retrieval-Augmented Generation through Triplet-Driven Thinking\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Beyond Chunks and Graphs: Retrieval-Augmented Generation through Triplet-Driven Thinking\u00a0<\/strong>[31.7]<br>Retrieval-augmented Generation(RAG)\u306f\u3001\u5e7b\u899a\u3092\u6e1b\u3089\u3057\u3001\u5916\u90e8\u77e5\u8b58\u3092Large Language Models(LLM)\u306b\u7d44\u307f\u8fbc\u3080\u305f\u3081\u306b\u91cd\u8981\u3067\u3042\u308b\u3002 T$2$RAG\u306f\u3001\u539f\u5b50\u4e09\u91cd\u9805\u306e\u5358\u7d14\u3067\u30b0\u30e9\u30d5\u306e\u306a\u3044\u77e5\u8b58\u30d9\u30fc\u30b9\u3067\u52d5\u4f5c\u3059\u308b\u65b0\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 \u5b9f\u9a13\u7d50\u679c\u304b\u3089,T$2$RAG\u306f\u6700\u5148\u7aef\u306e\u30de\u30eb\u30c1\u30e9\u30a6\u30f3\u30c9\u6cd5\u3068\u30b0\u30e9\u30d5RAG\u6cd5\u3092\u8457\u3057\u304f\u4e0a\u56de\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2508.02435v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2508.02435v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 04 Aug 2025 13:50:44 GMT)<\/li>\n\n\n\n<li>\u300cWe introduce a novel RAG framework that leverages triplets as the fundamental unit for indexing, retrieval, and reasoning, moving beyond the limitations of chunk-based and explicit graph-based approaches\u300d\u3068\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u30d9\u30fc\u30b9\u306eRAG\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u63d0\u6848\u3002\u30b0\u30e9\u30d5\u69cb\u9020\u3092\u4e0a\u56de\u308b\u306e\u306f\u3084\u3084\u610f\u5916\u3060\u304c\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u3057\u3066\u306f\u300cboth the iterative process and the use of chunks are important. The iterative reasoning module proves to be a critical component.\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u30b7\u30f3\u30d7\u30eb\u306a\u69cb\u6210\u3067\u3042\u308b\u3053\u3068\u3082\u6709\u5229\u3060\u3063\u305f\u308a\u3059\u308b\u306e\u3060\u308d\u3046\u304b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/rockcor\/T2RAG\">rockcor\/T2RAG: Official code of paper &#8220;Beyond Chunks and Graphs: Retrieval-Augmented Generation through Triplet-Driven Thinking&#8221;<\/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-7262","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\/7262","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=7262"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7262\/revisions"}],"predecessor-version":[{"id":7263,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7262\/revisions\/7263"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7262"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7262"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7262"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}