{"id":5019,"date":"2026-04-17T15:59:15","date_gmt":"2026-04-17T07:59:15","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5019"},"modified":"2026-04-17T15:59:15","modified_gmt":"2026-04-17T07:59:15","slug":"202604-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202604-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method\/","title":{"rendered":"202604 \u8bba\u6587\u7814\u8bfb-Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u8005\uff1aTianzhe Zhao \u7b49<\/li>\n\n\n\n<li>\u53d1\u8868\u5355\u4f4d\uff1a\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u3001\u66fc\u5f7b\u65af\u7279\u5927\u5b66\u3001\u6e56\u5357\u5927\u5b66\u3001\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u7b49<\/li>\n\n\n\n<li>\u53d1\u8868\u5728\uff1aACM SIGIR 2026<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u6838\u5fc3\u5185\u5bb9<\/h1>\n\n\n\n<p>\u672c\u6587\u56f4\u7ed5\u201c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u591a\u6e90\u77e5\u8bc6\u51b2\u7a81\u573a\u666f\u4e0b\u7684\u63a8\u7406\u53ef\u9760\u6027\u95ee\u9898\u201d\u5c55\u5f00\u7814\u7a76\uff0c\u7cfb\u7edf\u6027\u5730\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u7814\u7a76\u65b9\u5411\uff1a\u8de8\u77e5\u8bc6\u6e90\u51b2\u7a81\u4e0b\u7684\u63a8\u7406\u673a\u5236\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u7684\u6838\u5fc3\u8d21\u732e\u53ef\u4ee5\u6982\u62ec\u4e3a\u4e09\u4e2a\u65b9\u9762\u3002\u9996\u5148\uff0c\u4f5c\u8005\u6307\u51fa\u5f53\u524d RAG \u7cfb\u7edf\u5728\u6574\u5408\u591a\u6e90\u77e5\u8bc6\uff08\u5982\u6587\u672c\u4e0e\u77e5\u8bc6\u56fe\u8c31\uff09\u65f6\uff0c\u4f1a\u4e0d\u53ef\u907f\u514d\u5730\u5f15\u5165\u51b2\u7a81\u4fe1\u606f\uff0c\u800c\u73b0\u6709\u65b9\u6cd5\u7f3a\u4e4f\u5bf9\u8fd9\u7c7b\u51b2\u7a81\u7684\u7cfb\u7edf\u7814\u7a76\u3002\u5176\u6b21\uff0c\u8bba\u6587\u6784\u5efa\u4e86\u4e00\u4e2a\u65b0\u7684\u57fa\u51c6\u6570\u636e\u96c6 ConflictQA\uff0c\u7528\u4e8e\u7cfb\u7edf\u8bc4\u4f30\u6a21\u578b\u5728\u8de8\u6765\u6e90\u51b2\u7a81\u573a\u666f\u4e0b\u7684\u8868\u73b0\u3002\u6700\u540e\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u4e24\u9636\u6bb5\u63a8\u7406\u6846\u67b6 XoT\uff08Explanation-based Thinking\uff09\uff0c\u901a\u8fc7\u663e\u5f0f\u62c6\u89e3\u63a8\u7406\u8fc7\u7a0b\u6765\u63d0\u5347\u6a21\u578b\u5728\u51b2\u7a81\u573a\u666f\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u6574\u4f53\u800c\u8a00\uff0c\u8fd9\u7bc7\u8bba\u6587\u4e0d\u4ec5\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u95ee\u9898\u8bbe\u5b9a\uff0c\u8fd8\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u8bc4\u6d4b\u65b9\u5f0f\u4ee5\u53ca\u521d\u6b65\u89e3\u51b3\u65b9\u6848\uff0c\u5177\u6709\u8f83\u5f3a\u7684\u7814\u7a76\u5b8c\u6574\u6027\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u80cc\u666f<\/h1>\n\n\n\n<p>\u968f\u7740 RAG\uff08Retrieval-Augmented Generation\uff09\u7684\u5e7f\u6cdb\u5e94\u7528\uff0cLLM \u9010\u6e10\u4ece\u201c\u7eaf\u53c2\u6570\u77e5\u8bc6\u201d\u8f6c\u5411\u201c\u4f9d\u8d56\u5916\u90e8\u77e5\u8bc6\u201d\u7684\u63a8\u7406\u8303\u5f0f\u3002\u5728\u8fd9\u79cd\u8303\u5f0f\u4e0b\uff0c\u6a21\u578b\u80fd\u591f\u5229\u7528\u6587\u672c\u3001\u77e5\u8bc6\u56fe\u8c31\u7b49\u591a\u79cd\u5f02\u6784\u6570\u636e\u6e90\uff0c\u4ece\u800c\u63d0\u5347\u77e5\u8bc6\u8986\u76d6\u8303\u56f4\u4e0e\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u8fd9\u79cd\u591a\u6e90\u878d\u5408\u4e5f\u5e26\u6765\u4e86\u65b0\u7684\u95ee\u9898\u3002\u5728\u771f\u5b9e\u73af\u5883\u4e2d\uff0c\u4e0d\u540c\u6765\u6e90\u7684\u77e5\u8bc6\u5f80\u5f80\u5b58\u5728\u4e0d\u4e00\u81f4\uff0c\u4f8b\u5982\u6587\u672c\u63cf\u8ff0\u53ef\u80fd\u8fc7\u65f6\u3001\u566a\u58f0\u8f83\u5927\uff0c\u800c\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u4e8b\u5b9e\u4e5f\u53ef\u80fd\u5b58\u5728\u9519\u8bef\u6216\u4e0d\u5b8c\u6574\u3002\u8fd9\u4e9b\u56e0\u7d20\u4f1a\u5bfc\u81f4\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u63a5\u6536\u5230\u76f8\u4e92\u77db\u76fe\u7684\u8bc1\u636e\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u7814\u7a76\u5927\u591a\u5173\u6ce8\u4e24\u7c7b\u51b2\u7a81\uff1a\u4e00\u7c7b\u662f\u6a21\u578b\u5185\u90e8\u53c2\u6570\u77e5\u8bc6\u4e0e\u5916\u90e8\u77e5\u8bc6\u4e4b\u95f4\u7684\u51b2\u7a81\uff0c\u53e6\u4e00\u7c7b\u662f\u5728\u5355\u4e00\u77e5\u8bc6\u6e90\u5185\u90e8\u4eba\u4e3a\u6784\u9020\u7684\u51b2\u7a81\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u201c\u4e0d\u540c\u5916\u90e8\u77e5\u8bc6\u6e90\u4e4b\u95f4\u7684\u51b2\u7a81\u201d\uff0c\u5c24\u5176\u662f\u6587\u672c\u4e0e\u77e5\u8bc6\u56fe\u8c31\u4e4b\u95f4\u7684\u51b2\u7a81\uff0c\u4ecd\u7136\u7f3a\u4e4f\u7cfb\u7edf\u6027\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u6b63\u662f\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\u63d0\u51fa\uff0c\u65e8\u5728\u586b\u8865\u201c\u8de8\u6765\u6e90\u77e5\u8bc6\u51b2\u7a81\u201d\u8fd9\u4e00\u91cd\u8981\u4f46\u88ab\u5ffd\u89c6\u7684\u7814\u7a76\u7a7a\u767d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"838\" height=\"488\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-4.png\" alt=\"\" class=\"wp-image-5020\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-4.png 838w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-4-300x175.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-4-768x447.png 768w\" sizes=\"auto, (max-width: 838px) 100vw, 838px\" \/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">\u6280\u672f\u65b9\u6cd5<\/h1>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"666\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-5-1024x666.png\" alt=\"\" class=\"wp-image-5021\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-5-1024x666.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-5-300x195.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-5-768x500.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-5-1536x999.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-5.png 1765w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u7684\u65b9\u6cd5\u4e3b\u8981\u5305\u62ec\u4e24\u4e2a\u90e8\u5206\uff1aConflictQA \u57fa\u51c6\u6784\u5efa\u4e0e XoT \u63a8\u7406\u6846\u67b6\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6784\u5efa ConflictQA \u57fa\u51c6\uff1a\u8be5\u57fa\u51c6\u57fa\u4e8e\u73b0\u6709 KGQA \u6570\u636e\u96c6\uff0c\u901a\u8fc7\u4e24\u6b65\u6d41\u7a0b\u751f\u6210\n<ol class=\"wp-block-list\">\n<li>\u7b2c\u4e00\u6b65\u662f\u6784\u9020\u201c\u6b63\u786e\u4fe1\u606f\u201d\uff0c\u4ece\u77e5\u8bc6\u56fe\u8c31\u4e2d\u901a\u8fc7\u56fe\u641c\u7d22\u83b7\u53d6\u652f\u6301\u7b54\u6848\u7684\u4e09\u5143\u7ec4\uff0c\u5e76\u4ece Wikipedia \u4e2d\u63d0\u53d6\u5bf9\u5e94\u6587\u672c\u63cf\u8ff0\uff0c\u540c\u65f6\u901a\u8fc7\u4eba\u5de5\u6216 LLM \u9a8c\u8bc1\u5176\u4e00\u81f4\u6027\u3002<\/li>\n\n\n\n<li>\u7b2c\u4e8c\u6b65\u662f\u6784\u9020\u201c\u51b2\u7a81\u4fe1\u606f\u201d\uff0c\u901a\u8fc7\u66ff\u6362\u5b9e\u4f53\u751f\u6210\u9519\u8bef\u7684\u77e5\u8bc6\u56fe\u8c31\u4e09\u5143\u7ec4\uff0c\u5e76\u5229\u7528 LLM \u751f\u6210\u4e0e\u4e4b\u5bf9\u5e94\u7684\u9519\u8bef\u6587\u672c\uff0c\u4ece\u800c\u5f62\u6210\u8bed\u4e49\u5408\u7406\u4f46\u4e8b\u5b9e\u9519\u8bef\u7684\u8bc1\u636e\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u4f5c\u8005\u5b9a\u4e49\u4e86\u4e24\u7c7b\u51b2\u7a81\u573a\u666f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Non-COMP\uff08\u975e\u4e92\u8865\u573a\u666f\uff09\uff0c\u5373\u4efb\u4e00\u77e5\u8bc6\u6e90\u5355\u72ec\u5373\u53ef\u56de\u7b54\u95ee\u9898\uff1b<\/li>\n\n\n\n<li>COMP\uff08\u4e92\u8865\u573a\u666f\uff09\uff0c\u5373\u9700\u8981\u540c\u65f6\u7ed3\u5408\u6587\u672c\u4e0e KG \u4fe1\u606f\u624d\u80fd\u5b8c\u6210\u63a8\u7406\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6b64\u5916\uff0c\u8fd8\u533a\u5206\u4e86 TextConf \u4e0e TripleConf \u4e24\u79cd\u51b2\u7a81\u6765\u6e90\uff0c\u7528\u4e8e\u5206\u6790\u4e0d\u540c\u7c7b\u578b\u51b2\u7a81\u5bf9\u6a21\u578b\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u5728\u65b9\u6cd5\u5c42\u9762\uff0c\u8bba\u6587\u63d0\u51fa\u4e86 XoT \u63a8\u7406\u6846\u67b6\u3002\u8be5\u65b9\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u4f20\u7edf\u7684\u201c\u76f4\u63a5\u751f\u6210\u7b54\u6848\u201d\u8fc7\u7a0b\u62c6\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7b2c\u4e00\u9636\u6bb5\u8981\u6c42\u6a21\u578b\u679a\u4e3e\u6240\u6709\u53ef\u80fd\u7684\u5019\u9009\u7b54\u6848\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u7b54\u6848\u751f\u6210\u89e3\u91ca\uff1b<\/li>\n\n\n\n<li>\u7b2c\u4e8c\u9636\u6bb5\u5219\u57fa\u4e8e\u8fd9\u4e9b\u89e3\u91ca\u8fdb\u884c\u7efc\u5408\u5224\u65ad\uff0c\u4ece\u800c\u9009\u62e9\u6700\u7ec8\u7b54\u6848<\/li>\n<\/ol>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u80fd\u591f\u907f\u514d\u5728\u65e9\u671f\u9636\u6bb5\u5bf9\u67d0\u4e00\u7c7b\u8bc1\u636e\u4ea7\u751f\u504f\u7f6e\uff0c\u4ece\u800c\u63d0\u5347\u63a8\u7406\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<p>\u6574\u4f53\u6765\u770b\uff0c\u6280\u672f\u65b9\u6cd5\u7684\u5173\u952e\u5728\u4e8e\uff1a\u5c06\u201c\u51b2\u7a81\u95ee\u9898\u663e\u5f0f\u5316\u201d\uff0c\u5e76\u901a\u8fc7\u7ed3\u6784\u5316\u63a8\u7406\u6d41\u7a0b\u7f13\u89e3\u6a21\u578b\u7684\u9690\u5f0f\u504f\u597d\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h1>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"506\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-6-1024x506.png\" alt=\"\" class=\"wp-image-5022\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-6-1024x506.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-6-300x148.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-6-768x380.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-6-1536x759.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-6.png 1776w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"466\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-7-1024x466.png\" alt=\"\" class=\"wp-image-5023\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-7-1024x466.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-7-300x137.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-7-768x350.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-7-1536x700.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/04\/image-7.png 1763w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><br><br>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5728\u5b58\u5728\u8de8\u6765\u6e90\u51b2\u7a81\u7684\u60c5\u51b5\u4e0b\uff0c\u6240\u6709\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u5747\u51fa\u73b0\u663e\u8457\u4e0b\u964d\uff0c\u90e8\u5206\u573a\u666f\u4e0b Exact Match \u751a\u81f3\u4e0b\u964d\u8d85\u8fc7 60%\u3002\u8fd9\u8bf4\u660e\u5f53\u524d\u6a21\u578b\u5728\u9762\u5bf9\u51b2\u7a81\u4fe1\u606f\u65f6\u7f3a\u4e4f\u53ef\u9760\u7684\u5224\u65ad\u673a\u5236\u3002<\/p>\n\n\n\n<p>\u8fdb\u4e00\u6b65\u5206\u6790\u53d1\u73b0\uff0c\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5b58\u5728\u660e\u663e\u7684\u201c\u8bc1\u636e\u504f\u597d\u201d\u3002\u5728\u76f4\u63a5\u95ee\u7b54\u63d0\u793a\u4e0b\uff0c\u6a21\u578b\u66f4\u503e\u5411\u4e8e\u76f8\u4fe1\u7ed3\u6784\u5316\u4e14\u7b80\u6d01\u7684\u77e5\u8bc6\u56fe\u8c31\u4e09\u5143\u7ec4\uff1b\u800c\u5728\u4f7f\u7528 Chain-of-Thought \u63d0\u793a\u540e\uff0c\u5219\u66f4\u5bb9\u6613\u53d7\u5230\u6587\u672c\u4fe1\u606f\u7684\u5f71\u54cd\u3002\u8fd9\u79cd\u504f\u597d\u8868\u660e\u6a21\u578b\u5e76\u975e\u771f\u6b63\u7406\u89e3\u8bc1\u636e\u7684\u53ef\u9760\u6027\uff0c\u800c\u662f\u5728\u4e0d\u540c\u4fe1\u606f\u5f62\u5f0f\u4e4b\u95f4\u8fdb\u884c\u542f\u53d1\u5f0f\u9009\u62e9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img 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