{"id":1993,"date":"2024-12-15T15:20:18","date_gmt":"2024-12-15T07:20:18","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1993"},"modified":"2024-12-15T15:20:18","modified_gmt":"2024-12-15T07:20:18","slug":"202412%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-trace-the-evidence-constructing-knowledge-grounded-reasoning-chains-for-retrieval-augmented-generation","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202412%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-trace-the-evidence-constructing-knowledge-grounded-reasoning-chains-for-retrieval-augmented-generation\/","title":{"rendered":"202412\u8bba\u6587\u7814\u8bfb-TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation"},"content":{"rendered":"\n

\u6838\u5fc3\u5185\u5bb9<\/h1>\n\n\n\n
    \n
  1. \u672c\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u4e2a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u8bc1\u636e\u94fe\u6765\u5bf9\u68c0\u7d22\u5f97\u5230\u7684\u6587\u6863\u8fdb\u884c\u7b5b\u9009\uff0c\u4ece\u800c\u6539\u5584\u5927\u6a21\u578b\u56de\u7b54\u591a\u6b65\u63a8\u7406\u95ee\u9898\u7684\u8868\u73b0\u7684RAG\u7cfb\u7edfTRACE\uff08consT<\/strong>ructing knowledge grounded R<\/strong>eA<\/strong>soning C<\/strong>hains to identify and integrate supporting E<\/strong>vidence\uff09<\/li>\n\n\n\n
  2. TRACE\u4f7f\u7528\u81ea\u56de\u5f52\u63a8\u7406\u94fe\u6784\u9020\u5668<\/strong>\u6765\u5c06\u77e5\u8bc6\u56fe\u8c31\u8f6c\u5316\u4e3a\u8bc1\u636e\u94fe\uff1b\u5176\u901a\u8fc7\u5229\u7528\u5927\u6a21\u578b\u4e0d\u65ad\u5730\u4ece\u7b5b\u9009\u8fc7\u7684\u4e09\u5143\u7ec4\u4e2d\u6311\u9009\u8bc1\u636e\u94fe\u7684\u65b0\u7ed3\u70b9\uff0c\u81ea\u56de\u5f52\u5730\u6784\u9020\u51fa\u6574\u4e2a\u8bc1\u636e\u94fe\u6765\u652f\u6301\u5927\u6a21\u578b\u5bf9\u95ee\u9898\u505a\u51fa\u56de\u7b54<\/li>\n\n\n\n
  3. \u5728\u4e09\u4e2a\u591a\u6b65\u63a8\u7406 QA \u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u4f7f\u7528\u6240\u6709\u68c0\u7d22\u5230\u7684\u6587\u6863\u76f8\u6bd4\uff0cTRACE \u7684\u5e73\u5747\u6027\u80fd\u63d0\u9ad8\u4e86 14.03%\u3002\u7ed3\u679c\u8868\u660e\uff0c\u4f7f\u7528\u63a8\u7406\u94fe\u53d6\u4ee3\u5b8c\u6574\u6587\u6863\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u901a\u5e38\u8db3\u4ee5\u652f\u6301\u5927\u6a21\u578b\u5b8c\u6210\u8bb8\u591a\u591a\u6b65\u63a8\u7406\u4efb\u52a1\u3002<\/li>\n<\/ol>\n\n\n\n

    \u80cc\u666f<\/h1>\n\n\n\n
      \n
    1. \u589e\u5f3a\u68c0\u7d22\u751f\u6210<\/a>\uff08RAG\uff09\u662f\u4e00\u79cd\u901a\u8fc7\u4ece\u6587\u6863\uff08retrieve\uff09\u4e2d\u62bd\u53d6\u6709\u6548\u7247\u6bb5\u5e76\u5c06\u5176\u52a0\u5165\u5230\u63d0\u793a\u8bcd\u4e2d\u6765\u589e\u5f3a\u751f\u6210\u6a21\u578b\uff08\u4e00\u822c\u662f\u5927\u6a21\u578b\uff09\u7684\u751f\u6210\u6548\u679c\u7684\u6280\u672f\u3002RAG\u5f88\u64c5\u957f\u5b8c\u6210\u95ee\u9898\u56de\u7b54\u8fd9\u7c7b\u4efb\u52a1\uff0c\u4f46\u662f\u7531\u4e8eRAG\u7ecf\u5e38\u62bd\u53d6\u5230\u548c\u9700\u8981\u56de\u7b54\u7684\u95ee\u9898\u65e0\u5173\u7684\u7247\u6bb5\uff0c\u800c\u8fd9\u4f1a\u5bf9\u751f\u6210\u6a21\u578b\u56de\u7b54\u95ee\u9898\u8d77\u5230\u5e72\u6270\u4f5c\u7528\u3002<\/li>\n\n\n\n
    2. \u7531\u4e8e\u5927\u6a21\u578b\u7684\u751f\u6210\u6548\u679c\u5bf9\u63d0\u793a\u8bcd\u6781\u5ea6\u654f\u611f\uff0c\u56e0\u6b64\u65e0\u5173\u7247\u6bb5\u88ab\u52a0\u5165\u5230\u63d0\u793a\u8bcd\u4e2d\u4e4b\u540e\u4f1a\u8d77\u5230\u663e\u8457\u7684\u8bef\u5bfc\u4f5c\u7528[^1]\uff0c\u4e25\u91cd\u5f71\u54cd\u5927\u6a21\u578b\u5728\u591a\u6b65\u63a8\u7406\u95ee\u9898\u56de\u7b54\u8fd9\u7c7b\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002<\/li>\n\n\n\n
    3. \u4e3a\u4e86\u66f4\u597d\u5730\u8fa8\u522b\u51fa\u65e0\u5173\u7247\u6bb5\u5e76\u4e14\u964d\u4f4e\u5176\u5f71\u54cd\uff0c\u8fd9\u7bc7\u6587\u7ae0\u4e3b\u5f20\u5c06\u5927\u6bb5\u975e\u7ed3\u6784\u5316\u7684\u6587\u672c\u8f6c\u5316\u4e3a\u7528\u4e00\u7ec4\u4e09\u5143\u7ec4\u8868\u793a\u7684\u77e5\u8bc6\u56fe\u8c31<\/a>\u3002\u8fd9\u4e2a\u505a\u6cd5\u76f8\u5f53\u4e8e\u51cf\u5c0f\u4e86\u9897\u7c92\u5ea6\uff0c\u5224\u65ad\u4e09\u5143\u7ec4\u662f\u4e0d\u662f\u548c\u9898\u5e72\u6709\u5173\u6bd4\u8f83\u5bb9\u6613\u3002<\/li>\n<\/ol>\n\n\n\n

      \u65b9\u6cd5\u8bba<\/h1>\n\n\n\n

      TRACE\u7531\u4ee5\u4e0b\u7ec4\u4ef6\u7ec4\u6210\uff1a<\/p>\n\n\n\n

        \n
      1. KG Generator\uff08\u77e5\u8bc6\u56fe\u8c31<\/a>\u751f\u6210\u5668\uff09<\/li>\n\n\n\n
      2. \u81ea\u56de\u5f52\u63a8\u7406\u94fe\u6784\u9020\u5668\n
          \n
        1. Triple Ranker\uff08\u4e09\u5143\u7ec4\u6392\u5e8f\u5668\uff09<\/li>\n\n\n\n
        2. Triple Selector\uff08\u4e09\u5143\u7ec4\u9009\u62e9\u5668\uff09<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n

          \u8bbe\u95ee\u9898\u548c\u6807\u51c6\u7b54\u6848\u4e3a $q,a$\uff0c\u9488\u5bf9\u95ee\u9898 $q$ \u62bd\u53d6\u7684\u4e00\u7ec4\u6587\u6863\u4e3a $\\mathcal{D}q={ d<\/em>{1},d_{2},\\dots,d_{N} }$ \u3002TRACE\u7684\u8fd0\u884c\u6b65\u9aa4\uff1a<\/p>\n\n\n\n

            \n
          1. KG Generation\uff1a\u7528\u5927\u6a21\u578b\u5c06\u68c0\u7d22\u5f97\u5230\u7684\u6587\u6863\u8f6c\u5316\u4e3a\u7528\u4e00\u7ec4\u4e09\u5143\u7ec4\u8868\u793a\u7684\u77e5\u8bc6\u56fe\u8c31<\/a>\uff08$\\mathcal{D_{q}\\to \\mathcal{G}_{q}}$\uff09\n
              \n
            1. \u4f7f\u7528\u5927\u6a21\u578b\u5bf9\u6bcf\u4e2a\u6587\u6863\u5206\u522b\u6784\u9020\u77e5\u8bc6\u56fe\u8c31\uff0c\u4e4b\u540e\u518d\u5408\u5e76\u76f8\u540c\u7684\u9876\u70b9<\/strong>\u5f62\u6210\u5b8c\u6574\u77e5\u8bc6\u56fe\u8c31\uff0c\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u5927\u6a21\u578b\u5904\u7406\u8fc7\u957f\u7684\u6587\u672c\u9020\u6210\u6027\u80fd\u4e0b\u964d\uff08$d_{i}\\to g_{i},\\mathcal{G}{q}=g<\/em>{1},\\cup g_{2}\\cup\\dots \\cup g_{N}$\uff09<\/li>\n\n\n\n
            2. \u7531\u4e8e\u672c\u6587\u4f7f\u7528Wiki\u9875\u9762\u4f5c\u4e3a\u68c0\u7d22\u6e90\uff0c\u5176\u63d0\u4f9b\u7684\u6587\u6863\u90fd\u6709\u6807\u9898\u3002\u56e0\u6b64\u53ef\u4ee5\u628a\u6807\u9898\u4f5c\u4e3a\u4e00\u4e2a\u5b9e\u4f53\uff0c\u5e76\u4e14\u7528\u5927\u6a21\u578b\u53bb\u63a8\u65ad\u6807\u9898\u548c\u6587\u6863\u5185\u5404\u4e2a\u5b9e\u4f53\u7684\u5173\u7cfb\u3002\u8fd9\u6837\u53ef\u4ee5\u8ba9\u77e5\u8bc6\u56fe\u8c31\u7684\u77e5\u8bc6\u66f4\u52a0\u5168\u9762\uff0c\u53ef\u4ee5\u63d0\u5347\u6574\u4f53\u6027\u80fd<\/li>\n<\/ol>\n<\/li>\n\n\n\n
            3. Reasoning Chain Construction\uff1a\u5c06\u4e00\u7ec4\u4e09\u5143\u7ec4\u7528\u81ea\u56de\u5f52<\/strong>+\u96c6\u675f\u641c\u7d22<\/a>\u7684\u65b9\u5f0f\u8f6c\u5316\u4e3a\u4e00\u7ec4\u63a8\u7406\u94fe\n
                \n
              1. \u8981\u751f\u6210\u7684\u63a8\u7406\u94fe\u662f\u4e5f\u4e00\u7ec4\u9996\u5c3e\u76f8\u8fde\u7684\u4e09\u5143\u7ec4 $z=z_{1},z_{2},\\dots,z_{L}$\uff0c\u901a\u8fc7\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u9010\u4e2a\u751f\u6210\u7ed3\u70b9\uff1b\u5047\u5b9a\u5f53\u524d\u751f\u6210 $z_{i}$<\/li>\n\n\n\n
              2. \u7528Triple Selector\u4ece\u5019\u9009\u4e09\u5143\u7ec4\u4e2d\u6311\u9009\u4e00\u4e2a\uff0c\u4f5c\u4e3a\u63a8\u7406\u94fe\u7684\u4e0b\u4e00\u4e2a\u7ed3\u70b9 $\\hat{\\mathcal{G}}{q},z<\/em>{\n
                  \n
                1. $\\hat{\\mathcal{G}}{q},z<\/em>{<i},q$ \u88ab\u51fa\u6210\u4e00\u4e2a\u9009\u62e9\u9898\u6765\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u63d0\u95ee\uff1b$z_{<i},q$ \u7ec4\u6210\u9898\u5e72\uff1b\u5019\u9009\u4e09\u5143\u7ec4 $\\hat{\\mathcal{G}}{q}$ \u770b\u4f5c\u82e5\u5e72\u4e2a\u9009\u9879\uff0c\u5e76\u4e14\u9644\u52a0\u4e0a\u4e00\u4e2a\u9009\u9879\u300c\u4e0d\u9700\u8981\u989d\u5916\u7684\u4e09\u5143\u7ec4\u300d\uff08\u76f8\u5f53\u4e8e\u7ed3\u675f\u7b26\uff09\uff1b\u5927\u6a21\u578b\u9009\u62e9\u7684\u9009\u9879\u4f1a\u88ab\u4f5c\u4e3a\u63a8\u7406\u94fe\u7684\u4e0b\u4e00\u4e2a\u7ed3\u70b9 $z<\/em>{i}$<\/li>\n<\/ol>\n<\/li>\n\n\n\n
                2. \u91cd\u590d 2,3 \u76f4\u5230\u62b5\u8fbe\u63a8\u7406\u94fe\u957f\u5ea6\u62b5\u8fbeL\u6216\u5927\u6a21\u578b\u9009\u62e9\u4e86\u300c\u4e0d\u9700\u8981\u989d\u5916\u7684\u4e09\u5143\u7ec4\u300d<\/li>\n\n\n\n
                3. \u672c\u6587\u5e0c\u671b\u751f\u6210\u591a\u4e2a\u5019\u9009\u63a8\u7406\u94fe\u4f9b\u9009\u62e9\uff0c\u4e8e\u662f\u5728\u81ea\u56de\u5f52\u6d41\u7a0b\u4e0a\u4f7f\u7528\u4e86\u96c6\u675f\u641c\u7d22<\/a>\u6765\u751f\u6210\u7279\u5b9a\u6570\u91cf\u7684\u4e00\u7cfb\u5217\u63a8\u7406\u94fe\n
                    \n
                  1. \u751f\u6210\u4e00\u4e2a\u7ed3\u70b9\u7684\u8fc7\u7a0b\u5c31\u662f\u5927\u6a21\u578b\u9009\u62e9\u4e00\u4e2a\u9009\u9879\u7684\u8fc7\u7a0b\uff0c\u5177\u4f53\u6765\u8bf4\uff0c\u662f\u5927\u6a21\u578b\u751f\u6210\u9009\u9879\u5bf9\u5e94\u7684\u6807\u53f7\uff08\u6bd4\u5982A, B,\u2026\uff09\u3002\u7531\u5927\u6a21\u578b\u7684\u7ed3\u6784\u53ef\u77e5\uff0c\u5927\u6a21\u578b\u4f1a\u901a\u8fc7\u4e3a\u6bcf\u4e2atoken\u8ba1\u7b97\u4e00\u4e2a\u6982\u7387\u6765\u51b3\u5b9a\u6700\u7ec8\u751f\u6210\u54ea\u4e2atoken\uff0c\u90a3\u4e48\u6240\u6709\u9009\u9879\u6807\u53f7\u5bf9\u5e94token\u7684\u6982\u7387\u5c31\u53ef\u4ee5\u4f5c\u4e3a\u96c6\u675f\u641c\u7d22\u7684\u8bc4\u5206\u4f9d\u636e<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/li>\n\n\n\n
                  2. Answer Generation\uff1a\u751f\u6210\u7684\u63a8\u7406\u94fe\u4f9b\u751f\u6210\u5668\u53c2\u8003\u7528\u4e8e\u56de\u7b54\u95ee\u9898\n
                      \n
                    1. TRACE-Triple\uff1a\u6784\u6210\u63a8\u7406\u94fe\u7684\u4e09\u5143\u7ec4\u76f4\u63a5\u6309\u987a\u5e8f\u52a0\u5165\u5230\u63d0\u793a\u8bcd\u4e2d<\/li>\n\n\n\n
                    2. TRACE-Doc\uff1a\u6784\u6210\u63a8\u7406\u94fe\u7684\u4e09\u5143\u7ec4\u4e00\u4eba\u4e00\u7968\uff0c\u6295\u7968\u7ed9\u81ea\u5df1\u7684\u6765\u6e90\u6587\u6863\uff0c\u6765\u6e90\u6587\u6863\u6309\u5f97\u7968\u6570\u964d\u5e8f\u6392\u5e8f\u52a0\u5165\u5230\u63d0\u793a\u8bcd\u4e2d\uff1b\u5176\u4e2d\u6ca1\u6709\u83b7\u5f97\u6295\u7968\u7684\u6587\u6863\u88ab\u770b\u4f5c\u662f\u548c\u95ee\u9898\u65e0\u5173\uff0c\u4e0d\u52a0\u5165\u5230\u63d0\u793a\u8bcd\u4e2d<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n

                      \u5b9e\u9a8c<\/h1>\n\n\n\n

                      \u5927\u6a21\u578b\u914d\u7f6e\uff1a<\/p>\n\n\n\n

                        \n
                      1. KG Generator\uff1aLLaMA3-8B-Instruct<\/li>\n\n\n\n
                      2. \u81ea\u56de\u5f52\u63a8\u7406\u94fe\u6784\u9020\u5668\n
                          \n
                        1. Triple Ranker\uff1ae5-mistral-7b-instruct<\/li>\n\n\n\n
                        2. Triple Selector\uff1aLLaMA3-8B-Instruct\uff08\u540c\u4e0a\uff09<\/li>\n<\/ol>\n<\/li>\n\n\n\n
                        3. \u751f\u6210\u5668\uff1a\u591a\u4e2a\u5927\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83<\/li>\n<\/ol>\n\n\n\n

                          \u6570\u636e\u96c6\u914d\u7f6e\uff08\u6bcf\u4e2a\u95ee\u9898\u90fd\u9700\u8981 2~4 \u6b65\u63a8\u7406\uff0c\u5e76\u4e14\u7ed9\u51fa\u4e86\u6807\u51c6\u56de\u7b54\u548c 10~20 \u4e2a\u53c2\u8003\u6587\u6863\uff0c\u6240\u6709\u53c2\u8003\u6587\u6863\u90fd\u6765\u81ea\u4e8eWiki\uff09\uff1a<\/p>\n\n\n\n

                            \n
                          1. HotPotQA<\/li>\n\n\n\n
                          2. 2WikiMultiHopQA<\/li>\n\n\n\n
                          3. MuSiQue<\/li>\n<\/ol>\n\n\n\n

                            \u5b9e\u9a8c\u7ed3\u679c\uff1a
                            <\/p>\n\n\n\n

                            \"\"<\/figure>\n\n\n\n

                            \"\"
                            \u7ed3\u679c\u5206\u6790\uff1a<\/p>\n\n\n\n

                              \n
                            1. TRACE\u5728\u4e09\u4e2a\u6570\u636e\u96c6\u4e0a\u90fd\u83b7\u5f97\u4e86\u6700\u4f18\u7ed3\u679c\uff0c\u800c\u4e14\u7f6e\u4fe1\u5ea6\u8f83\u9ad8\uff0c\u8bf4\u660eTRACE\u6709\u80fd\u529b\u5e94\u5bf9\u591a\u6b65\u63a8\u7406\u4efb\u52a1<\/li>\n\n\n\n
                            2. TRACE\u5c24\u5176\u662fTRACE-doc\uff0c\u53ea\u662f\u5728\u539f\u6709\u7684\u57fa\u7840\u4e0a\u5bf9\u68c0\u7d22\u5f97\u5230\u7684\u6587\u6863\u8fdb\u884c\u4e86\u7b5b\u9009\uff0c\u8fd9\u8bc1\u660e\u4e86\u63d0\u793a\u8bcd\u4e2d\u7684\u65e0\u5173\u4fe1\u606f\u5bf9\u5927\u6a21\u578b\u63a8\u7406\u6027\u80fd\u7684\u5f71\u54cd<\/li>\n<\/ol>\n\n\n\n

                              \u7ed3\u8bba<\/h1>\n\n\n\n
                                \n
                              1. \u672c\u6587\u63d0\u51fa\u4e86TRACE\uff0c\u4e00\u4e2a\u64c5\u957f\u4e8e\u591a\u6b65\u63a8\u7406\u95ee\u9898\u7684RAG\u6846\u67b6\uff0c\u5176\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\u751f\u6210\u5668\u5c06\u68c0\u7d22\u5f97\u5230\u7684\u6587\u6863\u8f6c\u5316\u4e3a\u77e5\u8bc6\u56fe\u8c31\uff0c\u5e76\u4e14\u6784\u5efa\u51fa\u51e0\u6761\u63a8\u7406\u94fe\uff1b\u6700\u7ec8\u8fd9\u4e9b\u63a8\u7406\u94fe\u88ab\u76f4\u63a5\u63d2\u5165\u5230\u4e0a\u4e0b\u6587\u4e2d\u6216\u8005\u7528\u4e8e\u8bc6\u522b\u6709\u6548\u7684\u6587\u6863\uff0c\u8f85\u52a9\u5927\u6a21\u578b\u751f\u6210\u66f4\u6709\u903b\u8f91\u6027\u7684\u56de\u7b54<\/li>\n\n\n\n
                              2. \u5728\u591a\u4e2a\u591a\u6b65\u63a8\u7406\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e\uff0cTRACE\u6bd4\u4e00\u822c\u7684RAG\u6a21\u578b\u5728\u8fd9\u7c7b\u95ee\u9898\u4e0a\u7684\u8868\u73b0\u63d0\u5347\u4e86\u7ea6 14%\uff0c\u5e76\u4e14\u53ef\u4ee5\u7528\u5728\u4e0d\u540c\u7684reader\u6a21\u578b\u4e0a\u9762<\/li>\n<\/ol>\n\n\n\n

                                \u542f\u53d1\u4e0e\u8bc4\u4ef7<\/h1>\n\n\n\n
                                  \n
                                1. \u5927\u6a21\u578b\u7684\u81ea\u56de\u5f52\u67b6\u6784\u51b3\u5b9a\u4e86\u5176\u63a8\u7406\u6027\u80fd\u5bf9\u63d0\u793a\u8bcd\u6781\u5ea6\u654f\u611f\uff0c\u56e0\u6b64\u8981\u63d0\u9ad8RAG\u6a21\u578b\u56de\u7b54\u95ee\u9898\u7684\u80fd\u529b\uff0c\u5c31\u9700\u8981\u5c3d\u91cf\u51cf\u5c11\u68c0\u7d22\u7ed3\u679c\u4e2d\u7684\u65e0\u5173\u4fe1\u606f<\/li>\n\n\n\n
                                2. \u5927\u6bb5\u975e\u7ed3\u6784\u5316\u6587\u672c\u4e0d\u5229\u4e8e\u5224\u5b9a\u76f8\u5173\u6027\uff0c\u53ef\u4ee5\u62bd\u53d6\u4e3a\u77e5\u8bc6\u56fe\u8c31\u4e09\u5143\u7ec4\u4e4b\u540e\u518d\u505a\u7b5b\u9009<\/li>\n\n\n\n
                                3. \u4f7f\u7528\u4e00\u7ec4\u4e09\u5143\u7ec4\uff0c\u901a\u8fc7\u96c6\u675f\u641c\u7d22<\/a>\u81ea\u56de\u5f52\u5730\u751f\u6210\u4e00\u7ec4\u63a8\u7406\u94fe\uff0c\u8fd9\u662f\u4e00\u4e2a\u8bc1\u636e\u94fe\u751f\u6210\u601d\u8def<\/li>\n<\/ol>\n\n\n\n

                                  [^1]: Mirzadeh I, Alizadeh K, Shahrokhi H, et al. Gsm-symbolic: Understanding the limitations of mathematical reasoning in large language models[J]. arXiv preprint arXiv:2410.05229, 2024.<\/p>\n","protected":false},"excerpt":{"rendered":"

                                  \u6838\u5fc3\u5185\u5bb9 \u80cc\u666f \u65b9\u6cd5\u8bba TRACE\u7531\u4ee5\u4e0b\u7ec4\u4ef6\u7ec4\u6210\uff1a \u8bbe\u95ee\u9898\u548c\u6807\u51c6\u7b54\u6848\u4e3a $q,a$\uff0c\u9488\u5bf9\u95ee\u9898 $q$ \u62bd\u53d6\u7684\u4e00 […]<\/p>\n","protected":false},"author":59,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1993","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1993","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/59"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=1993"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1993\/revisions"}],"predecessor-version":[{"id":1995,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1993\/revisions\/1995"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=1993"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=1993"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=1993"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}