{"id":7468,"date":"2025-10-03T05:00:00","date_gmt":"2025-10-02T20:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7468"},"modified":"2025-09-27T21:29:12","modified_gmt":"2025-09-27T12:29:12","slug":"a-survey-on-retrieval-and-structuring-augmented-generation-with-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7468","title":{"rendered":"A Survey on Retrieval And Structuring Augmented Generation with Large Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Survey on Retrieval And Structuring Augmented Generation with Large Language Models\u00a0<\/strong>[29.7]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3068\u63a8\u8ad6\u306b\u304a\u3044\u3066\u9855\u8457\u306a\u80fd\u529b\u3092\u6301\u3064\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u305f\u3002 \u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u6642\u4ee3\u9045\u308c\u306e\u77e5\u8b58\u3084\u9650\u3089\u308c\u305f\u30c9\u30e1\u30a4\u30f3\u306e\u5c02\u9580\u77e5\u8b58\u3092\u542b\u3080\u3001\u73fe\u5b9f\u4e16\u754c\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u969b\u306e\u91cd\u8981\u306a\u8ab2\u984c\u306b\u76f4\u9762\u3057\u307e\u3059\u3002 Retrieval And Structuring (RAS) Augmented Generation\u306f\u3001\u52d5\u7684\u60c5\u5831\u691c\u7d22\u3068\u69cb\u9020\u5316\u77e5\u8b58\u8868\u73fe\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u5236\u9650\u306b\u5bfe\u51e6\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.10697v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.10697v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 12 Sep 2025 21:25:25 GMT)<\/li>\n\n\n\n<li>\u300cThis survey (1) examines retrieval mechanisms including sparse, dense, and hybrid approaches for accessing external knowledge; (2) explore text structuring techniques such as taxonomy construction, hierarchical classification, and information extraction that transform unstructured text into organized representations; and (3) investigate how these structured representations integrate with LLMs through prompt-based methods, reasoning frameworks, and knowledge embedding techniques.\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>RAG\u306e\u5bfe\u6bd4\u306f\u300cWhile RAG provides the foundation for connecting LLMs with external information, RAS extends this capability by incorporating knowledge structuring techniques that transform unstructured text into organized representations such as taxonomies, hierarchies, and knowledge graphs\u300d\u3068\u3057\u3066\u3044\u308b\u304c\u3001RAS\u3068\u3044\u3046\u7528\u8a9e\u304c\u6d41\u884c\u308b\u304b\u306f\u8b0e\u3002\u3002<\/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":[324,387],"class_list":["post-7468","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-rag","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7468","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=7468"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7468\/revisions"}],"predecessor-version":[{"id":7469,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7468\/revisions\/7469"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7468"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7468"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7468"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}