{"id":8772,"date":"2026-06-03T23:38:39","date_gmt":"2026-06-03T15:38:39","guid":{"rendered":"https:\/\/infernews.com\/blog\/occ-rag\/"},"modified":"2026-06-03T23:44:46","modified_gmt":"2026-06-03T15:44:46","slug":"occ-rag","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/occ-rag\/","title":{"rendered":"OCC-RAG \uff1a1.7B \u5c0f\u6a21\u578b\u4e5f\u80fd\u5fe0\u5be6\u56de\u7b54\u554f\u984c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/occ-full-e1a397c2edbb.jpg\" alt=\"occ full\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u52d5\u8f12\u6578\u767e\u5104\u53c3\u6578\u7684\u6642\u4ee3\uff0cOCC-RAG\uff08Optimal Cognitive Core for RAG\uff09\u53cd\u5176\u9053\u800c\u884c\uff0c\u4e3b\u6253\u9ad4\u578b\u8f15\u5de7\u4f46\u5c08\u6ce8\u65bc\u300c\u5fe0\u5be6\u3001\u6709\u5f15\u7528\u7684\u554f\u7b54\u300d\u3002\u9019\u500b\u9805\u76ee\u91dd\u5c0d\u7684\u5834\u666f\u5f88\u660e\u78ba\uff1a\u6a21\u578b\u62ff\u5230\u4e00\u7d44\u4f86\u6e90\u6587\u4ef6\u5f8c\uff0c\u5fc5\u9808\u6839\u64da\u5167\u5bb9\u4f5c\u7b54\u3001\u9644\u4e0a\u5f15\u7528\u7de8\u865f\uff0c\u82e5\u8cc7\u6599\u4e0d\u8db3\u4ee5\u56de\u7b54\u5c31\u8001\u5be6\u56de\u61c9\u300cNot enough information\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OCC-RAG \u96d6\u7136\u9084\u5728\u958b\u767c\u521d\u671f\uff0c\u4f46\u5b83\u7684\u7814\u7a76\u65b9\u5411\u548c\u6982\u5ff5\u5177\u6709\u9ad8\u5ea6\u50f9\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u89e3\u6c7a\u4e86\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09\u7cfb\u7d71\u4e2d\u5e38\u898b\u7684\u300c\u5e7b\u89ba\u300d\u8207\u300c\u7de8\u9020\u4f86\u6e90\u300d\u554f\u984c\u3002OCC-RAG \u5728 Qwen3 \u57fa\u790e\u6a21\u578b\u4e0a\u4ee5\u8d85\u904e\u4e09\u767e\u842c\u7b46\u5408\u6210\u591a\u4e0a\u4e0b\u6587\u3001\u591a\u8df3\u554f\u7b54\u8cc7\u6599\u9032\u884c\u4e2d\u671f\u8a13\u7df4\uff0c\u6a21\u578b\u6703\u5148\u8f38\u51fa\u7d50\u69cb\u5316\u63a8\u7406\u6d41\u7a0b\uff08query analysis \u2192 source analysis \u2192 reasoning \u2192 status \u2192 answer\uff09\uff0c\u518d\u7d66\u51fa\u6700\u7d42\u7b54\u6848\uff0c\u6bcf\u4e00\u6b65\u90fd\u53ef\u8ffd\u6eaf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u8853\u5831\u544a\u986f\u793a\uff0cOCC-RAG-0.6B \u8207 OCC-RAG-1.7B \u5728 HotpotQA\u3001MuSiQue\u3001TAT-QA \u7b49\u591a\u8df3\u63a8\u7406\u57fa\u6e96\u4e0a\uff0c\u53ef\u8207\u9ad4\u578b\u5927 2 \u81f3 6 \u500d\u7684\u901a\u7528\u6a21\u578b\u6253\u6210\u5e73\u624b\u751a\u81f3\u66f4\u4f73\uff1b\u5728 ConFiQA \u5fe0\u5be6\u5ea6\u6307\u6a19\u4e0a\uff0c\u65bc\u6240\u6709\u53d7\u6e2c\u898f\u6a21\uff08\u6700\u9ad8\u81f3 32B\uff09\u4e2d\u90fd\u53d6\u5f97\u6700\u4f73\u6210\u7e3e\u3002\u7279\u5225\u7684\u662f\uff0c\u5b83\u4e0d\u9700\u8981\u6602\u8cb4\u7684\u300c\u601d\u8003\u6a21\u5f0f\u300d\u63a8\u8ad6\u5c31\u80fd\u63d0\u4f9b\u985e\u4f3c chain-of-thought \u7684\u900f\u660e\u5ea6\uff0c\u5c0d\u786c\u9ad4\u8cc7\u6e90\u6709\u9650\u7684\u5718\u968a\u76f8\u7576\u53cb\u5584\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6642 Hugging Face \u4e0a\u5df2\u958b\u6e90 OCC-RAG-0.6B \u8207 OCC-RAG-1.7B \u5169\u500b\u7248\u672c\uff0c\u9069\u5408\u9700\u8981\u56b4\u683c\u5f15\u7528\u898f\u7bc4\u7684\u4f01\u696d\u641c\u5c0b\u3001\u5ba2\u670d\u554f\u7b54\u3001\u7814\u7a76\u52a9\u7406\u7b49\u61c9\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\u6458\u8981\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5fe0\u5be6\u4f5c\u7b54<\/strong>\uff1a\u53ea\u6839\u64da\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u56de\u7b54\uff0cConFiQA \u5fe0\u5be6\u5ea6\u5728\u6240\u6709\u53d7\u6e2c\u898f\u6a21\u4e2d\u9818\u5148\u3002<\/li>\n\n\n\n<li><strong>\u6821\u6e96\u5f0f\u62d2\u7b54<\/strong>\uff1a\u8cc7\u6599\u4e0d\u8db3\u6642\u81ea\u52d5\u8f38\u51fa Not enough information\uff0c\u907f\u514d\u80e1\u4e82\u63a8\u6e2c\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u8ffd\u6eaf\u63a8\u7406<\/strong>\uff1a\u6bcf\u500b\u7b54\u6848\u9644\u5e36\u7d50\u69cb\u5316\u63a8\u7406\u93c8\uff0c\u4e26\u4ee5\u7de8\u865f\u6a19\u660e\u5f15\u7528\u4f86\u6e90\u3002<\/li>\n\n\n\n<li><strong>\u8f15\u91cf\u9ad8\u6548<\/strong>\uff1a0.6B \u8207 1.7B \u5169\u6b3e\u5c0f\u6a21\u578b\uff0c\u4e0d\u9700\u601d\u8003\u6a21\u5f0f\u5373\u53ef\u9054\u5230\u9ad8\u900f\u660e\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u65bc Qwen3<\/strong>\uff1a\u4ee5 Qwen3-0.6B-Base \u8207 Qwen3-1.7B-Base \u70ba\u57fa\u790e\u4e2d\u671f\u8a13\u7df4\u800c\u6210\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/optimal-cognitive-core\/OCC-RAG\" rel=\"noopener noreferrer\">https:\/\/github.com\/optimal-cognitive-core\/OCC-RAG<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2606.00683\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2606.00683<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>OCC-RAG \u662f\u4e00\u7cfb\u5217\u4ee5\u5fe0\u5be6\u5f15\u7528\u70ba\u6838\u5fc3\u7684\u5c0f\u578b\u8a9e\u8a00\u6a21\u578b\uff0c\u80fd\u5728\u591a\u8df3\u63a8\u7406\u8207\u53ef\u4fe1\u5ea6\u4e0a\u5ab2\u7f8e\u9ad4\u578b\u5927\u6578\u500d\u7684\u901a\u7528\u6a21\u578b\u3002<\/p>\n","protected":false},"author":8,"featured_media":8771,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"OCC-RAG \u662f\u4e00\u7cfb\u5217\u4ee5\u5fe0\u5be6\u5f15\u7528\u70ba\u6838\u5fc3\u7684\u5c0f\u578b\u8a9e\u8a00\u6a21\u578b\uff0c\u9ad4\u578b\u8f15\u5de7\u4f46\u5c08\u6ce8\u65bc\u6839\u64da\u4f86\u6e90\u6587\u4ef6\u4f5c\u7b54\uff0c\u7576\u8cc7\u6599\u4e0d\u8db3\u6642\u6703\u8aa0\u5be6\u56de\u61c9\u300cNot enough information\u300d\uff0c\u89e3\u6c7a\u4e86 RAG \u7cfb\u7d71\u7684\u5e7b\u89ba\u8207\u7de8\u9020\u4f86\u6e90\u554f\u984c\u3002\n\n\u5728 HotpotQA\u3001MuSiQue \u7b49\u63a8\u7406\u57fa\u6e96\u4e0a\uff0cOCC-RAG-0.6B \u8207 1.7B \u53ef\u8207\u5927 2 \u81f3 6 \u500d\u7684\u6a21\u578b\u6301\u5e73\u6216\u66f4\u4f73\uff1bConFiQA \u5fe0\u5be6\u5ea6\u6307\u6a19\u65bc\u6240\u6709\u53d7\u6e2c\u898f\u6a21\u4e2d\u6700\u4f73\u3002\u76ee\u524d\u5df2\u958b\u6e90\u5169\u6b3e\u57fa\u65bc Qwen3 \u7684\u7248\u672c\u3002","wpai_meta_description":"","footnotes":""},"categories":[133,76],"tags":[],"class_list":["post-8772","post","type-post","status-publish","format-standard","hentry","category-133","category-76"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8772","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=8772"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8772\/revisions"}],"predecessor-version":[{"id":8777,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8772\/revisions\/8777"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8771"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8772"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8772"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8772"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}