{"id":6022,"date":"2025-01-14T03:49:00","date_gmt":"2025-01-13T18:49:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6022"},"modified":"2025-01-14T03:49:00","modified_gmt":"2025-01-13T18:49:00","slug":"long-context-vs-rag-for-llms-an-evaluation-and-revisits","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6022","title":{"rendered":"Long Context vs. RAG for LLMs: An Evaluation and Revisits\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Long Context vs. RAG for LLMs: An Evaluation and Revisits\u00a0<\/strong>[41.3]<br>\u672c\u7a3f\u306f\u3001\u3053\u306e\u30c8\u30d4\u30c3\u30af\u306b\u95a2\u3059\u308b\u6700\u8fd1\u306e\u7814\u7a76\u3092\u518d\u8003\u3057\u3001\u305d\u306e\u91cd\u8981\u306a\u6d1e\u5bdf\u3068\u76f8\u9055\u70b9\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3002 LC\u306f\u3001\u7279\u306b\u30a6\u30a3\u30ad\u30da\u30c7\u30a3\u30a2\u30d9\u30fc\u30b9\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u8cea\u554f\u5fdc\u7b54\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3044\u3066RAG\u3088\u308a\u3082\u512a\u308c\u3066\u3044\u305f\u3002 \u307e\u305f,\u65e2\u5b58\u306e\u7814\u7a76\u306b\u304a\u3051\u308b\u6587\u8108\u95a2\u9023\u6027\u306e\u91cd\u8981\u6027\u3092\u6982\u89b3\u3059\u308b,\u8a73\u7d30\u306a\u8b70\u8ad6\u3082\u304a\u3053\u306a\u3046\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2501.01880v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2501.01880v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 27 Dec 2024 14:34:37 GMT)<\/li>\n\n\n\n<li><a href=\"https:\/\/devneko.jp\/wordpress\/?p=5966\">Revisiting In-Context Learning with Long Context Language Models\u00a0 \u2013 arXiv\u6700\u65b0\u8ad6\u6587\u306e\u7d39\u4ecb<\/a>\u306b\u8fd1\u3044\u304c\u3001Long Context vs RAG\u306e\u691c\u8a3c\u3002\u300cThe results indicate that LC generally outperforms RAG for tasks involving wellstructured, dense contexts\u2014such as Wikipedia articles and books\u2014and is better at answering questions requiring specific information.\u3000By contrast, RAG demonstrates advantages in handling fragmented information, particularly in dialogue-based scenarios and for more general questions.\u300d\u3068\u4e00\u9577\u4e00\u77ed\u3002<\/li>\n\n\n\n<li>\u3053\u308c\u3067OK\u3068\u65ad\u8a00\u3057\u306b\u304f\u3044\u7d50\u679c\u3067\u306f\u3042\u308b\u304c\u3001\u5e45\u5e83\u3044\u691c\u8a3c\u304c\u3068\u3066\u3082\u53c2\u8003\u306b\u306a\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/lixinze777\/LC_VS_RAG\">GitHub &#8211; lixinze777\/LC_VS_RAG: Offcial Page for Long Context vs. RAG for LLMs: An Evaluation and Revisits<\/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-6022","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\/6022","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=6022"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6022\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6022"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6022"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6022"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}