{"id":6168,"date":"2025-02-03T05:33:00","date_gmt":"2025-02-02T20:33:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6168"},"modified":"2025-02-03T05:33:00","modified_gmt":"2025-02-02T20:33:00","slug":"parametric-retrieval-augmented-generation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6168","title":{"rendered":"Parametric Retrieval Augmented Generation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Parametric Retrieval Augmented Generation\u00a0<\/strong>[32.3]<br>Parametric RAG\u306f\u3001\u5916\u90e8\u77e5\u8b58\u3092\u76f4\u63a5\u30d5\u30a3\u30fc\u30c9\u30d5\u30a9\u30ef\u30fc\u30c9\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u7d71\u5408\u3059\u308b\u65b0\u3057\u3044RAG\u30d1\u30e9\u30c0\u30a4\u30e0\u3067\u3042\u308b\u3002 \u3053\u308c\u306f\u3001\u5927\u304d\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u77e5\u8b58\u5897\u5f37\u306e\u6709\u52b9\u6027\u3068\u52b9\u7387\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2501.15915v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2501.15915v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 27 Jan 2025 10:04:49 GMT)<\/li>\n\n\n\n<li>\u300cwe propose to insert documents directly into the parameters of L. To achieve this, the Parametric RAG framework is designed with two stages: an offline document parameterization stage and an online inference stage with a Retrieve-Update-Generate workflow.\u300d\uff08L\u306fLLM\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\uff09\u3068\u3044\u3046\u65b9\u5f0f\u306eRAG?\u306e\u63d0\u6848\u3002LoRA\u00a0\u3092\u3064\u304b\u3063\u3066\u306a\u304a\u8a08\u7b97\u306f\u5927\u5909\u305d\u3046\u3060\u304c\u3001\u6027\u80fd\u306f\u3088\u3055\u305d\u3046\u306b\u898b\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/oneal2000\/PRAG\/\">GitHub &#8211; oneal2000\/PRAG: Code for Parametric Retrieval Augmented Generation<\/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":[135,324],"class_list":["post-6168","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-external-knowledge","tag-rag"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6168","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=6168"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6168\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6168"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6168"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6168"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}