{"id":5095,"date":"2024-07-01T05:05:00","date_gmt":"2024-06-30T20:05:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5095"},"modified":"2024-07-01T05:05:00","modified_gmt":"2024-06-30T20:05:00","slug":"seakr-self-aware-knowledge-retrieval-for-adaptive-retrieval-augmented-generation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5095","title":{"rendered":"SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation\u00a0<\/strong>[45.4]<br>\u672c\u7a3f\u3067\u306f,Self-Aware Knowledge Retrieval (SeaKR)\u3092\u7d39\u4ecb\u3059\u308b\u3002 SeaKR\u306f, LLM\u306e\u81ea\u5df1\u8a8d\u8b58\u4e0d\u78ba\u304b\u3055\u3092\u5185\u90e8\u72b6\u614b\u304b\u3089\u62bd\u51fa\u3059\u308b\u9069\u5fdcRAG\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002 \u8907\u96d1\u3067\u5358\u7d14\u306a\u554f\u5408\u305b\u89e3\u7b54\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u305f\u5b9f\u9a13\u306b\u3088\u308a,SeaKR\u304c\u65e2\u5b58\u306e\u9069\u5fdcRAG\u6cd5\u3088\u308a\u512a\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2406.19215v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2406.19215v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 27 Jun 2024 14:38:33 GMT)<\/li>\n\n\n\n<li>\u300cSEAKR activates retrieval when the LLMs present high self-aware uncertainty for generation.\u300d\u3068\u3044\u3046\u6226\u7565\u306eRAG\u3002Agentic\u3067\u8907\u96d1\u306a\u52d5\u4f5c\u3067FLARE\uff08<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2305.06983v2\">Fugu-MT \u8ad6\u6587\u7ffb\u8a33(\u6982\u8981): Active Retrieval Augmented Generation (fugumt.com)<\/a>\uff09\u3084DRAGIN\uff08<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2403.10081v1\">Fugu-MT \u8ad6\u6587\u7ffb\u8a33(\u6982\u8981): DRAGIN: Dynamic Retrieval Augmented Generation based on the Real-time Information Needs of Large Language Models (fugumt.com)<\/a>\uff09\u3092\u4e0a\u56de\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/THU-KEG\/SeaKR\">GitHub &#8211; THU-KEG\/SeaKR<\/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":[42,324],"class_list":["post-5095","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-rag"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5095","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=5095"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5095\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5095"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5095"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5095"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}