{"id":17512,"date":"2025-01-07T11:21:13","date_gmt":"2025-01-07T03:21:13","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=17512"},"modified":"2025-01-07T11:21:13","modified_gmt":"2025-01-07T03:21:13","slug":"cagbiragkuai40bei","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/cagbiragkuai40bei\/","title":{"rendered":"CAG\uff1a\u6bd4RAG\u5feb40\u500d\u7684\u7f13\u5b58\u589e\u5f3a\u751f\u6210\u65b9\u6cd5"},"content":{"rendered":"<p>\u6bd4RAG(\u68c0\u7d22\u589e\u5f3a\u751f\u6210)\u5feb40\u500d\u7684CAG(\u7f13\u5b58\u589e\u5f3a\u751f\u6210)\u3002CAG\u5f7b\u5e95\u6539\u53d8\u4e86\u77e5\u8bc6\u83b7\u53d6\u65b9\u5f0f\uff1a\u4e0d\u518d\u662f\u5b9e\u65f6\u68c0\u7d22\u5916\u90e8\u6570\u636e\uff0c\u800c\u662f\u9884\u5148\u5c06\u6240\u6709\u77e5\u8bc6\u52a0\u8f7d\u5230\u6a21\u578b\u4e0a\u4e0b\u6587\u4e2d\u3002\u8fd9\u5c31\u50cf\u662f\u628a\u4e00\u4e2a\u5de8\u5927\u7684\u56fe\u4e66\u9986\u6d53\u7f29\u6210\u4e86\u4e00\u672c\u968f\u8eab\u643a\u5e26\u7684\u5de5\u5177\u4e66\uff0c\u9700\u8981\u65f6\u76f4\u63a5\u7ffb\u9605\u5373\u53ef\u3002CAG\u7684\u5b9e\u73b0\u539f\u7406\u4e5f\u5f88\u4f18\u96c5\uff1a<\/p>\n<ul>\n<li>\u9996\u5148\u5bf9\u6587\u6863\u8fdb\u884c\u9884\u5904\u7406\uff0c\u786e\u4fdd\u80fd\u88c5\u8fdb LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3<\/li>\n<li>\u7136\u540e\u5c06\u5904\u7406\u597d\u7684\u5185\u5bb9\u7f16\u7801\u8fdb Key-Value \u7f13\u5b58<\/li>\n<li>\u6700\u540e\u628a\u8fd9\u4e2a\u7f13\u5b58\u5b58\u50a8\u5728\u5185\u5b58\u6216\u786c\u76d8\u4e2d\uff0c\u4ee5\u5907\u968f\u65f6\u8c03\u7528<\/li>\n<\/ul>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u4ee4\u4eba\u4fe1\u670d\uff1a\u5728 HotPotQA \u548c SQuAD \u7b49\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\uff0cCAG \u4e0d\u4ec5\u901f\u5ea6\u5feb\u4e8640\u500d\uff0c\u51c6\u786e\u7387\u548c\u8fde\u8d2f\u6027\u4e5f\u6709\u663e\u8457\u63d0\u5347\u3002\u8fd9\u5f52\u529f\u4e8e\u5b83\u80fd\u5168\u5c40\u628a\u63e1\u4e0a\u4e0b\u6587\uff0c\u4e0d\u4f1a\u51fa\u73b0\u68c0\u7d22\u9519\u8bef\u6216\u6570\u636e\u4e0d\u5b8c\u6574\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4ece\u5b9e\u9645\u5e94\u7528\u770b\uff0c\u8fd9\u9879\u6280\u672f\u5728\u533b\u7597\u8bca\u65ad\u3001\u91d1\u878d\u5206\u6790\u3001\u5ba2\u6237\u670d\u52a1\u7b49\u9886\u57df\u90fd\u5927\u6709\u53ef\u4e3a\u3002\u5b83\u8ba9 AI \u7cfb\u7edf\u65e2\u80fd\u4fdd\u6301\u9ad8\u6027\u80fd\uff0c\u53c8\u907f\u514d\u4e86\u590d\u6742\u67b6\u6784\u5e26\u6765\u7684\u7ef4\u62a4\u8d1f\u62c5\u3002<\/p>\n<p>\u8bf4\u5230\u5e95\uff0cCAG \u7684\u9769\u65b0\u5728\u4e8e\uff1a\u5b83\u628a\u201c\u968f\u7528\u968f\u53d6\u201d\u53d8\u6210\u4e86\u201c\u5e26\u7740\u8d70\u201d\uff0c\u8fd9\u4e0d\u4ec5\u63d0\u5347\u4e86\u6548\u7387\uff0c\u66f4\u4e3a AI \u843d\u5730\u6253\u5f00\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\u8fd9\u6216\u8bb8\u5c31\u662f\u4e0b\u4e00\u4ee3 AI \u67b6\u6784\u7684\u6807\u914d\u3002<\/p>\n<p><img decoding=\"async\" title=\"CAG\uff1a\u6bd4RAG\u5feb40\u500d\u7684\u7f13\u5b58\u589e\u5f3a\u751f\u6210-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/91969bd1a205637.png\" alt=\"CAG\uff1a\u6bd4RAG\u5feb40\u500d\u7684\u7f13\u5b58\u589e\u5f3a\u751f\u6210-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u53c2\u8003\u6587\u732e\uff1a<br \/>\n[1] https:\/\/github.com\/hhhuang\/CAG<br \/>\n[2] https:\/\/arxiv.org\/abs\/2412.15605<br \/>\n[3] Long-context LLMs Struggle with Long In-context Learning\uff1ahttps:\/\/arxiv.org\/pdf\/2404.02060v2<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6bd4RAG(\u68c0\u7d22\u589e\u5f3a\u751f\u6210)\u5feb40\u500d\u7684CAG(\u7f13\u5b58\u589e\u5f3a\u751f\u6210)\u3002CAG\u5f7b\u5e95\u6539\u53d8\u4e86\u77e5\u8bc6\u83b7\u53d6\u65b9\u5f0f\uff1a\u4e0d\u518d\u662f\u5b9e\u65f6\u68c0\u7d22\u5916\u90e8\u6570\u636e\uff0c\u800c\u662f\u9884\u5148\u5c06\u6240\u6709\u77e5\u8bc6\u52a0\u8f7d\u5230\u6a21\u578b\u4e0a\u4e0b\u6587\u4e2d\u3002\u8fd9\u5c31\u50cf\u662f\u628a\u4e00\u4e2a\u5de8\u5927\u7684\u56fe\u4e66\u9986\u6d53\u7f29\u6210\u4e86\u4e00\u672c\u968f\u8eab\u643a\u5e26\u7684\u5de5\u5177\u4e66\uff0c\u9700\u8981\u65f6\u76f4\u63a5\u7ffb\u9605\u5373\u53ef\u3002CAG\u7684\u5b9e\u73b0\u539f&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-17512","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/17512","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=17512"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/17512\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=17512"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=17512"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=17512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}