{"id":12990,"date":"2026-10-07T03:05:02","date_gmt":"2026-10-06T19:05:02","guid":{"rendered":"https:\/\/infernews.com\/blog\/canopy-rag\/"},"modified":"2026-10-07T03:05:02","modified_gmt":"2026-10-06T19:05:02","slug":"canopy-rag","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/canopy-rag\/","title":{"rendered":"CANOPY \u8b93\u591a\u6a21\u614b RAG \u6309\u8b49\u64da\u58d3\u7e2e\u4e0a\u4e0b\u6587"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/pasted-7df3876ed9b2.jpg\" alt=\"Og image\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5c0d\u4e00\u6bb5\u5f88\u9577\u7684\u6587\u7ae0\u3001\u4e00\u5f35\u8868\u683c\u6216\u4e00\u6bb5\u5f71\u7247\uff0c\u554f\u984c\u901a\u5e38\u53ea\u9700\u8981\u5176\u4e2d\u4e00\u5c0f\u90e8\u5206\u8b49\u64da\uff0c\u4f46\u904e\u5ea6\u4fdd\u7559\u6703\u6d6a\u8cbb\u8b80\u8005\u7684\u4e0a\u4e0b\u6587\uff0c\u526a\u5f97\u592a\u7d30\u53c8\u53ef\u80fd\u5931\u53bb\u7406\u89e3\u7dda\u7d22\u3002CANOPY\uff08Canonical Projection over Hierarchy\uff09\u662f POSTECH \u63d0\u51fa\u7684\u591a\u6a21\u614b RAG \u5f8c\u6aa2\u7d22\u8b49\u64da\u58d3\u7e2e\u6846\u67b6\uff0c\u6309\u9805\u76ee\u5167\u4e0d\u540c\u5340\u57df\u6c7a\u5b9a\u4fdd\u7559\u7bc4\u570d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CANOPY \u6703\u628a\u6bcf\u500b\u6aa2\u7d22\u9805\u76ee\u6574\u7406\u6210\u5c64\u7d1a\u7d50\u69cb\uff0c\u518d\u4ee5\u7d93 gold evidence \u5fae\u8abf\u7684 node encoder\uff0c\u6309\u7167\u67e5\u8a62\u8a55\u5206\u4e0d\u540c\u5340\u57df\u3002\u7cfb\u7d71\u6703\u6bd4\u8f03\u5b50\u5340\u57df\u8207\u7236\u5340\u57df\u7684\u76f8\u95dc\u7a0b\u5ea6\uff0c\u4fdd\u7559\u53e5\u5b50\u3001\u8868\u683c\u5217\u3001\u95dc\u806f\u6587\u5b57\u6216\u5f71\u7247\u7247\u6bb5\u7b49\u5408\u9069\u7c92\u5ea6\uff0c\u800c\u975e\u70ba\u6574\u500b\u9805\u76ee\u5957\u7528\u55ae\u4e00\u622a\u53d6\u898f\u5247\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4fdd\u7559\u7684\u8b49\u64da\u4e0d\u8db3\u4ee5\u56de\u7b54\u554f\u984c\u6642\uff0ccritic \u6703\u8981\u6c42\u91dd\u5c0d\u6027\u8ffd\u52a0\u6aa2\u7d22\uff1b\u65b0\u627e\u56de\u7684\u9805\u76ee\u540c\u6a23\u5148\u7d93\u58d3\u7e2e\uff0c\u518d\u52a0\u5165\u8b80\u8005\u8f38\u5165\uff0c\u6e1b\u5c11\u7121\u95dc\u5167\u5bb9\u53cd\u8986\u7d2f\u7a4d\u3002\u9019\u500b\u8a2d\u8a08\u4ea6\u8655\u7406\u4e86\u58d3\u7e2e\u672c\u8eab\u7121\u6cd5\u88dc\u56de\u300c\u5f9e\u672a\u6aa2\u7d22\u5230\u7684\u8b49\u64da\u300d\u9019\u9805\u9650\u5236\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u4e94\u500b QA benchmark\u3001\u5305\u542b 3,300 \u842c\u500b\u7570\u8cea\u9805\u76ee\u7684\u8a9e\u6599\u5eab\u4e0a\uff0c\u5e73\u5747\u7b54\u6848\u6e96\u78ba\u7387\u9ad8\u65bc\u53c3\u8207\u6bd4\u8f03\u7684\u6aa2\u7d22\u57fa\u7dda\u3002<\/li>\n<li>\u6d88\u878d\u7d50\u679c\u986f\u793a\uff0c\u591a\u8df3\u554f\u7b54\u7684\u6e96\u78ba\u7387\u63d0\u5347\u4e3b\u8981\u4f86\u81ea\u8ffd\u52a0\u6aa2\u7d22\u3002<\/li>\n<li>\u5728\u672a\u7d93\u8def\u7531\u7684 Qwen3-VL-8B-Instruct \u8b80\u8005\u8a2d\u5b9a\u4e2d\uff0c\u8b49\u64da token \u8f38\u5165\u91cf\u6e1b\u5c11 14.2% \u81f3 27.7%\u3002<\/li>\n<li>\u58d3\u7e2e\u5f8c\u7b54\u6848\u6e96\u78ba\u7387\u4fdd\u6301\u76f8\u82e5\uff0c\u9069\u5408\u9700\u8981\u540c\u6642\u8655\u7406\u6587\u5b57\u3001\u8868\u683c\u53ca\u5f71\u7247\u7684 RAG \u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">CANOPY \u7684\u50f9\u503c\u4e0d\u5728\u65bc\u55ae\u7d14\u7e2e\u77ed\u6aa2\u7d22\u7d50\u679c\uff0c\u800c\u5728\u65bc\u8b93\u6bcf\u500b\u9805\u76ee\u5167\u7684\u4fdd\u7559\u7bc4\u570d\u8ddf\u96a8\u8b49\u64da\u4f4d\u7f6e\u53ca\u4e0a\u4e0b\u6587\u9700\u8981\u8b8a\u5316\u3002\u5b83\u4ecd\u53d7\u521d\u59cb\u6aa2\u7d22\u54c1\u8cea\u9650\u5236\uff0c\u4f46\u5c0d\u591a\u8df3\u67e5\u8a62\u548c\u9577\u5167\u5bb9\u95b1\u8b80\uff0c\u53ef\u5728\u4fdd\u7559\u53ef\u89e3\u91cb\u7dda\u7d22\u7684\u540c\u6642\u964d\u4f4e reader \u7684\u8f38\u5165\u8ca0\u64d4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/canopy-project-page.github.io\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>CANOPY \u6703\u5728\u6587\u5b57\u3001\u8868\u683c\u53ca\u5f71\u7247\u5167\u9010\u5340\u57df\u4fdd\u7559\u8b49\u64da\uff0c\u6e1b\u5c11\u5e72\u64fe\u5167\u5bb9\uff0c\u540c\u6642\u907f\u514d\u526a\u8d70\u7406\u89e3\u6240\u9700\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n","protected":false},"author":8,"featured_media":12989,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[162,109,119,185,31,197,150,199],"tags":[],"class_list":["post-12990","post","type-post","status-publish","format-standard","hentry","category-ai-productions","category-rag","category-119","category-qwen","category-video","category-framework","category-150","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12990","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=12990"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12990\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12989"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12990"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12990"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12990"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}