{"id":7034,"date":"2025-07-02T04:22:00","date_gmt":"2025-07-01T19:22:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7034"},"modified":"2025-06-29T10:31:58","modified_gmt":"2025-06-29T01:31:58","slug":"sgic-a-self-guided-iterative-calibration-framework-for-rag","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7034","title":{"rendered":"SGIC: A Self-Guided Iterative Calibration Framework for RAG"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>SGIC: A Self-Guided Iterative Calibration Framework for RAG\u00a0<\/strong>[45.2]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u9811\u5065\u306a\u6587\u8108\u5185\u63a8\u8ad6\u3092\u751f\u304b\u3057\u3066\u3044\u308b\u3002 \u30c4\u30fc\u30eb\u3068\u3057\u3066\u4e0d\u78ba\u5b9f\u6027\u30b9\u30b3\u30a2\u3092\u7528\u3044\u308b\u65b0\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002 \u307e\u305f\u3001\u53cd\u5fa9\u7684\u306a\u81ea\u5df1\u6821\u6b63\u8a13\u7df4\u30bb\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u9769\u65b0\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3082\u5c0e\u5165\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2506.16172v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2506.16172v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 19 Jun 2025 09:45:13 GMT)<\/li>\n\n\n\n<li>\u4e0d\u78ba\u5b9f\u6027\u30b9\u30b3\u30a2\u3092\u4f7f\u3063\u3066RAG\u306e\u6027\u80fd\u5411\u4e0a\u3092\u72d9\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\uff08(1) estimating the uncertainty scores of each document and the generated answers (Section 3.1); (2) iteratively utilizing the generated answers and their corresponding uncertainty scores from the validation set to perform the self-calibration process during the inference stage (Section 3.2); and (3) designing a strategy to reconstruct a new training set to fine-tune a self-guided iterative calibration LLM with uncertainty awareness (Section 3.3).\uff09\u3002\u30c8\u30fc\u30af\u30f3\u30ec\u30d9\u30eb\u3067\u78ba\u4fe1\u5ea6\u7684\u306a\u5024\u304c\u53d6\u308c\u308b\u30aa\u30fc\u30d7\u30f3\u306a\u30e2\u30c7\u30eb\u3060\u3068\u52b9\u679c\u304c\u5927\u304d\u3044\u3088\u3046\u306b\u898b\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u300cOur framework consistently improves performance for both open-weight and closed-source models by utilizing uncertainty scores of documents and generated answers.\u300d\u3068\u306e\u3053\u3068<\/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-7034","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\/7034","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=7034"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7034\/revisions"}],"predecessor-version":[{"id":7035,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7034\/revisions\/7035"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7034"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7034"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7034"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}