{"id":1345,"date":"2024-10-14T18:22:03","date_gmt":"2024-10-14T10:22:03","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1345"},"modified":"2024-11-04T10:29:37","modified_gmt":"2024-11-04T02:29:37","slug":"202410-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-factchd-benchmarking-fact-conflicting-hallucination-detection","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202410-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-factchd-benchmarking-fact-conflicting-hallucination-detection\/","title":{"rendered":"202410 \u8bba\u6587\u7814\u8bfb-FactCHD: Benchmarking Fact-Conflicting Hallucination Detection"},"content":{"rendered":"\n

\u6838\u5fc3\u5185\u5bb9<\/h1>\n\n\n\n
    \n
  1. \u672c\u6587\u7ed9\u51fa\u4e86\u4e00\u4e2a\u7528\u4e8e\u68c0\u6d4b\u4e8b\u5b9e\u9519\u8bef\u578b\u673a\u5668\u5e7b\u89c9\u7684\u57fa\u51c6\u6570\u636e\u96c6 FactCHD\u3002FactCHD \u5927\u7ea6\u5305\u542b 5.8 \u4e07\u4e2a\u6837\u672c\uff0c\u6bcf\u4e2a\u6837\u672c\u7531\u4e00\u6bb5\u4eba\u4e0e\u5927\u6a21\u578b\u5bf9\u8bdd\u7684\u6587\u672c\u3001\u5927\u6a21\u578b\u7684\u56de\u7b54\u662f\u5426\u5b58\u5728\u4e8b\u5b9e\u6027\u9519\u8bef\u7684\u6807\u7b7e\u548c\u7ed9\u51fa\u8fd9\u6837\u7684\u6807\u7b7e\u7684\u7406\u7531\uff08\u8bc1\u636e\u94fe\uff09\u3002FactCHD \u7684\u6570\u636e\u5305\u542b\u56db\u79cd\u4e8b\u5b9e\u6a21\u5f0f\uff0c\u8981\u6c42\u6a21\u578b\u4e0d\u4ec5\u53ef\u4ee5\u5224\u65ad\u51fa\u5bf9\u8bdd\u5185\u5bb9\u662f\u5426\u542b\u6709\u4e8b\u5b9e\u9519\u8bef\uff0c\u8fd8\u8981\u7ed9\u51fa\u8bc1\u636e\u94fe\u89e3\u91ca\u652f\u6301\u81ea\u5df1\u7684\u5224\u65ad\uff1b<\/li>\n\n\n\n
  2. \u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u65b9\u6cd5\u53ef\u4ee5\u5145\u5206\u5229\u7528\u73b0\u6709\u7684\u77e5\u8bc6\u56fe\u8c31\uff08KGs\uff09\u6765\u6784\u9020\u6570\u636e\u96c6\u3002\u76f8\u6bd4\u4f20\u7edf\u7684\u65b9\u6cd5\uff0c\u8fd9\u4e2a\u65b9\u6cd5\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u4eba\u529b\u7684\u540c\u65f6\u4fdd\u8bc1\u6570\u636e\u96c6\u7684\u6570\u636e\u8d28\u91cf\u548c\u5e7f\u5ea6\uff1b<\/li>\n\n\n\n
  3. \u672c\u6587\u8fd8\u57fa\u4e8e\u300c\u4e09\u89d2\u4e92\u8bc1\u300d\u7684\u601d\u8def\u8bbe\u8ba1\u4e86 Truth-Triangulator \u6846\u67b6\uff0c\u8fd9\u4e2a\u6846\u67b6\u901a\u8fc7\u591a\u4e2a\u5927\u6a21\u578b\u4e4b\u95f4\u7684\u4ea4\u53c9\u9a8c\u8bc1\u6765\u63d0\u9ad8\u8bc6\u522b\u673a\u5668\u5e7b\u89c9\u4ee5\u53ca\u7ed9\u51fa\u5408\u7406\u89e3\u91ca\u7684\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n

    \u80cc\u666f<\/h1>\n\n\n\n
      \n
    1. \u5927\u8bed\u8a00\u6a21\u578b\u7531\u4e8e\u8ba4\u77e5\u80fd\u529b\u9650\u5236\u4ee5\u53ca\u5b66\u4e60\u4e86\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u9519\u8bef\u3001\u8fc7\u65f6\u77e5\u8bc6\u7684\u539f\u56e0\uff0c\u7ecf\u5e38\u4f1a\u751f\u6210\u5305\u542b\u4e8b\u5b9e\u6027\u9519\u8bef<\/strong>\u6216\u8005\u8868\u8fbe\u8fc7\u4e8e\u6a21\u7cca<\/strong>\u7684\u6587\u672c\uff0c\u4f5c\u8005\u8ba4\u4e3a\u8fd9\u5c31\u662f\u673a\u5668\u5e7b\u89c9\u7684\u672c\u8d28\u3002\u673a\u5668\u5e7b\u89c9\u4e25\u91cd\u963b\u788d\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5728\u8bb8\u591a\u9886\u57df\u4e0a\u7684\u5e94\u7528\uff1b<\/li>\n\n\n\n
    2. \u8fc7\u53bb\u7684\u4e8b\u5b9e\u9a8c\u8bc1\u4efb\u52a1\u4e00\u822c\u53ea\u8981\u6c42\u5224\u65ad\u4e00\u6bb5\u8bdd\u4e2d\u662f\u4e0d\u662f\u5b58\u5728\u4e8b\u5b9e\u6027\u9519\u8bef\uff0c\u548c\u5927\u6a21\u578b\u7684\u95ee\u7b54\u5bf9\u8bdd\u4e0d\u4e00\u6837\uff0c\u4e0d\u80fd\u76f4\u63a5\u9002\u7528\uff1b<\/li>\n\n\n\n
    3. \u8fc7\u53bb\u7684\u5e7b\u89c9\u68c0\u6d4b\u57fa\u51c6\u5f80\u5f80\u53ea\u5305\u542b\u76f4\u63a5\u63a8\u7406\u8fd9\u4e00\u4e2a\u7c7b\u578b\u7684\u4e8b\u5b9e\u6a21\u5f0f\uff0c\u6ca1\u6709\u5728\u8fd9\u65b9\u9762\u505a\u66f4\u6df1\u7684\u7814\u7a76\u3002\u8fd9\u4e00\u4e2a\u7c7b\u578b\u96be\u4ee5\u8986\u76d6\u5168\u90e8\u7684\u4e8b\u5b9e\u6027\u9519\u8bef\uff0c\u8fd9\u5bfc\u81f4\u73b0\u6709\u7684\u4e8b\u5b9e\u6027\u9519\u8bef\u578b\u5e7b\u89c9\u68c0\u6d4b\u6548\u679c\u90fd\u4e0d\u7406\u60f3\u3002<\/li>\n<\/ol>\n\n\n\n

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

      \u4e8b\u5b9e\u6a21\u5f0f<\/h2>\n\n\n\n

      \u4e8b\u5b9e\u6a21\u5f0f\u6307\u7684\u662f\u56de\u7b54\u67d0\u95ee\u9898\u6240\u9700\u8981\u7684\u903b\u8f91\u65b9\u6cd5\u3002<\/p>\n\n\n\n

      \u4f5c\u8005\u5728\u95ee\u9898\u7684\u4e8b\u5b9e\u6a21\u5f0f\u4e0a\u505a\u4e86\u66f4\u6df1\u5165\u7684\u7814\u7a76\uff0c\u4ed6\u628a\u4e8b\u5b9e\u6a21\u5f0f\u5206\u4e3a\u673a\u5668\u5e7b\u89c9<\/a>\u4e2d\u63d0\u5230\u7684\u56db\u7c7b\uff1a\u76f4\u63a5\u63a8\u7406\uff08vanilla\uff09\u3001\u591a\u6b65\u63a8\u7406\uff08multi-hops\uff09\u3001\u6bd4\u8f83\uff08Comparison\uff09\u3001\u96c6\u5408\u64cd\u4f5c\uff08Set-Operation\uff09\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n
        \n
      1. \u76f4\u63a5\u63a8\u7406\uff1a\u4ece\u4e00\u6bb5\u8d44\u6599\u4e2d\u76f4\u63a5\u5bfb\u627e\u7b54\u6848\u8fdb\u884c\u56de\u7b54\u5373\u53ef\uff0c\u53ea\u9700\u8981\u63a8\u7406\u4e00\u6b21\uff1b<\/li>\n\n\n\n
      2. \u591a\u6b65\u63a8\u7406\uff1a\u9700\u8981\u57fa\u4e8e\u591a\u6bb5\u6750\u6599\u4e2d\u505a\u591a\u6b21\u63a8\u7406\u624d\u80fd\u5f97\u5230\u7b54\u6848\uff1b<\/li>\n\n\n\n
      3. \u6bd4\u8f83\uff1a\u9700\u8981\u8fdb\u884c\u6bd4\u8f83\u5927\u5c0f\u4e4b\u7c7b\u7684\u64cd\u4f5c\u624d\u80fd\u5f97\u5230\u7b54\u6848\uff1b<\/li>\n\n\n\n
      4. \u96c6\u5408\u64cd\u4f5c\uff1a\u9700\u8981\u5224\u5b9a\u5143\u7d20\u5c5e\u4e8e\u54ea\u4e2a\u96c6\u5408\u624d\u80fd\u5f97\u5230\u7b54\u6848\u3002<\/li>\n<\/ol>\n\n\n\n

        \u4e4b\u524d\u7684\u5e7b\u89c9\u68c0\u6d4b\u57fa\u51c6\u6570\u636e\u96c6\u57fa\u672c\u4e0a\u53ea\u5305\u542b\u76f4\u63a5\u63a8\u7406\u8fd9\u4e00\u79cd\u4e8b\u5b9e\u6a21\u5f0f\uff0c\u800c FactCHD \u5305\u542b\u8fd9\u56db\u79cd\u4e8b\u5b9e\u6a21\u5f0f\u3002<\/p>\n\n\n\n

        \u6570\u636e\u96c6\u6784\u9020<\/h2>\n\n\n\n
          \n
        1. \u6784\u9020\u793a\u4f8b\uff08demonstration\uff09\uff1a\u4eba\u5de5\u6536\u96c6\u76f8\u5173\u95ee\u9898\u5e76\u4e14\u624b\u52a8\u5411\u5f00\u6e90 LLM \u63d0\u95ee\uff0c\u83b7\u5f97\u5bf9\u8bdd\u6587\u672c\uff1b\u518d\u4eba\u5de5\u5224\u65ad\u5927\u6a21\u578b\u7684\u56de\u7b54\u662f\u5426\u51fa\u73b0\u5e7b\u89c9\uff0c\u5e76\u4e14\u6253\u4e0a\u6807\u7b7e\uff1b<\/li>\n\n\n\n
        2. \u751f\u6210\u5bf9\u8bdd\u6587\u672c\uff1a\u6536\u96c6\u5df2\u6709\u7684\u77e5\u8bc6\u56fe\u8c31\u6216\u8005\u6587\u672c\u7c7b\u578b\u7684\u77e5\u8bc6\u6570\u636e\uff0c\u5c06\u5176\u5f52\u4e3a\u56db\u7c7b\u4e8b\u5b9e\u6a21\u5f0f\uff0c\u5e76\u4e14\u52a0\u5165\u5230\u63d0\u793a\u8bcd\u91cc\u9762\u63d0\u4f9b\u7ed9 ChatGPT\u3002\u5728\u8fd9\u4e9b\u8d44\u6599\u7684\u652f\u6301\u4e0b\uff0c\u8981\u6c42 ChatGPT \u5728\u6307\u5b9a\u4e86\u662f\u5426\u8981\u51fa\u73b0\u5e7b\u89c9\u7684\u60c5\u51b5\u4e0b\u751f\u6210\u7c7b\u4f3c\u793a\u4f8b\u7684\u5bf9\u8bdd\u6587\u672c\uff1b<\/li>\n\n\n\n
        3. \u8bed\u4e49\u53bb\u91cd\uff1a\u4f7f\u7528 SBERT \u5bf9\u751f\u6210\u7684\u5bf9\u8bdd\u6587\u672c\u6570\u636e\u8fdb\u884c\u8bed\u4e49\u7f16\u7801\uff0c\u6bd4\u8f83\u4e0d\u540c\u6837\u672c\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\uff0c\u5220\u53bb\u8bed\u4e49\u76f8\u4f3c\u5ea6\u8fc7\u9ad8\u7684\u6837\u672c\uff0c\u4fdd\u8bc1\u4e0d\u540c\u6837\u672c\u5185\u5bb9\u4e0d\u91cd\u590d\uff1b<\/li>\n\n\n\n
        4. \u751f\u6210\u8bc1\u636e\u94fe\uff1a\u8ba9 ChatGPT \u57fa\u4e8e\u524d\u6587\u6536\u96c6\u7684\u77e5\u8bc6\u6570\u636e\u548c\u5bf9\u8bdd\u6587\u672c\u751f\u6210\u80fd\u591f\u7ed9\u6807\u7b7e\u63d0\u4f9b\u652f\u6301\u7684\u8bc1\u636e\u94fe\uff1b\u6b64\u8bc1\u636e\u94fe\u5728\u4e4b\u540e\u4f1a\u88ab\u7528\u4e8e\u8bc4\u4f30\u5927\u6a21\u578b\u89e3\u91ca\u80fd\u529b\uff1b<\/li>\n\n\n\n
        5. \u4eba\u5de5\u7b5b\u67e5\uff1a\u7531\u591a\u4e2a\u53d7\u6559\u80b2\u7684\u4eba\u7c7b\u6807\u6ce8\u5458\u5bf9\u6240\u6709\u7684\u751f\u6210\u6570\u636e\u8fdb\u884c\u68c0\u67e5\uff0c\u53bb\u9664\u4e0d\u826f\u6570\u636e\u3002<\/li>\n<\/ol>\n\n\n\n

          Truth-Triangulator<\/h2>\n\n\n\n

          Truth-Triangulator \u662f\u4e00\u4e2a\u57fa\u4e8e\u4e09\u89d2\u4e92\u8bc1\u6cd5<\/a>\u7684\u601d\u8def\u8bbe\u8ba1\u7684\u6846\u67b6\uff0c\u5b83\u4f7f\u7528\u4e09\u4e2a\u5927\u6a21\u578b\u5206\u522b\u626e\u6f14\u4e09\u4e2a\u89d2\u8272\uff1a<\/p>\n\n\n\n

            \n
          1. Truth Guardian\uff1a\u7ecf\u8fc7\u5fae\u8c03\u8bad\u7ec3\uff0c\u4f7f\u7528\u5185\u5728\u77e5\u8bc6\u8fdb\u884c\u5224\u65ad<\/li>\n\n\n\n
          2. Truth Seeker\uff1a\u62e5\u6709\u68c0\u7d22\u80fd\u529b\uff0c\u68c0\u7d22\u5916\u5728\u77e5\u8bc6\u8fdb\u884c\u5224\u65ad<\/li>\n\n\n\n
          3. Fact Verdict Manager\uff1a\u603b\u7ed3\u524d\u4e8c\u8005\u7684\u5224\u65ad\u548c\u7406\u7531\uff0c\u751f\u6210\u6700\u7ec8\u7684\u5224\u65ad<\/li>\n<\/ol>\n\n\n\n
            \"\"<\/figure>\n\n\n\n

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

            \u672c\u6587\u9664\u4e86\u6784\u9020\u6570\u636e\u96c6\uff0c\u8fd8\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u73b0\u6709\u5927\u6a21\u578b\u5728\u4e0d\u540c\u65b9\u6cd5\u4e0b\u8bc6\u522b\u673a\u5668\u5e7b\u89c9\u4ee5\u53ca\u751f\u6210\u8bc1\u636e\u94fe\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n

            \u8bc4\u4ef7\u6307\u6807<\/h2>\n\n\n\n
              \n
            1. FACTCLS\uff1a\u6a21\u578b\u5728\u5224\u65ad\u5bf9\u8bdd\u6587\u672c\u662f\u5426\u51fa\u73b0\u4e86\u673a\u5668\u5e7b\u89c9\u8fd9\u4e2a\u5206\u7c7b\u4efb\u52a1\u4e0a\u7684 Micro F1\uff0cFACTCLS \u8861\u91cf\u4e86\u6a21\u578b\u8bc6\u522b\u673a\u5668\u5e7b\u89c9\u7684\u80fd\u529b\uff1b<\/li>\n\n\n\n
            2. EXPMATCH\uff1a\u8bc1\u636e\u94fe\u6587\u672c\u53ef\u4ee5\u5206\u4e3a\u4ecb\u7ecd\u8bf4\u660e\u90e8\u5206<\/strong>\uff08\u4e00\u822c\u5728\u9996\u6bb5\u3001\u672b\u6bb5\uff09\u548c\u6838\u5fc3\u89e3\u91ca\u90e8\u5206<\/strong>\uff08\u4e00\u822c\u5360\u636e\u4e3b\u4f53\uff09\u3002\u628a\u751f\u6210\u7684\u8bc1\u636e\u94fe\u548c\u53c2\u7167\u8bc1\u636e\u94fe\u7684\u8fd9\u4e24\u90e8\u5206\u5206\u522b\u8fdb\u884c\u6700\u957f\u516c\u5171\u5b50\u5e8f\u5217<\/a>\u5339\u914d\uff0c\u8ba1\u7b97\u51fa\u76f8\u4f3c\u5ea6 $Score_{ht},Socre_{bd}$ \u518d\u8d4b\u4e88\u4e0d\u540c\u7684\u6743\u91cd\u5373\u53ef\u5f97\u5230 EXPMATCH\uff1bEXPMATCH \u8861\u91cf\u4e86\u6a21\u578b\u5b9e\u65bd\u63a8\u7406\u3001\u751f\u6210\u8bc1\u636e\u94fe\u7684\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n

              \u5b9e\u9a8c\u6b65\u9aa4<\/h2>\n\n\n\n

              \u9009\u53d6\u4e86 5 \u79cd\u5927\u6a21\u578b\u53c2\u4e0e\u5b9e\u9a8c\uff0c\u6309\u7167\u6761\u4ef6\u4e0d\u540c\u5206\u6210\u82e5\u5e72\u7ec4\uff1a<\/p>\n\n\n\n

                \n
              1. \u5bf9\u7167\u7ec4\uff1a\u4e0d\u8fdb\u884c\u4efb\u4f55\u64cd\u4f5c\uff0c\u76f4\u63a5\u5728 FactCHD \u4e0a\u8bc4\u4f30\u5176\u8bc6\u522b\u673a\u5668\u5e7b\u89c9\u548c\u751f\u6210\u8bc1\u636e\u94fe\u7684\u80fd\u529b\uff1b<\/li>\n\n\n\n
              2. \u5b9e\u9a8c\u7ec4\uff1a\n
                  \n
                1. \u4e0a\u4e0b\u6587\u5b66\u4e60\u7ec4\uff1a\u5728\u63d0\u793a\u8bcd\u4e2d\u52a0\u5165 4 \u4e2a\u793a\u4f8b\u4f5c\u4e3a\u63d0\u793a\uff1b<\/li>\n\n\n\n
                2. \u5fae\u8c03\u7ec4\uff1a\u7528 FactCHD \u8bad\u7ec3\u96c6\u7684\u6570\u636e\u8fdb\u884c LoRA<\/a> \u5fae\u8c03\uff1b<\/li>\n\n\n\n
                3. \u77e5\u8bc6\u589e\u5f3a\u7ec4\uff1a\n
                    \n
                  1. \u68c0\u7d22\u589e\u5f3a+\u5fae\u8c03\uff1a\u7ef4\u57fa\u767e\u79d1+ BM25<\/a> \u7b97\u6cd5\u589e\u5f3a<\/li>\n\n\n\n
                  2. \u5de5\u5177\u589e\u5f3a\uff1a\u5927\u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u641c\u7d22\u5f15\u64ce<\/li>\n<\/ol>\n<\/li>\n\n\n\n
                  3. Truth-Triangulator<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n

                    \u6240\u6709\u7ec4\u90fd\u5728 FactCHD \u7684\u6d4b\u8bd5\u96c6\u4e0a\u8fdb\u884c\u6d4b\u8bd5\uff0c\u901a\u8fc7\u8ba1\u7b97 FACTCLS \u548c EXPMATCH \u4e24\u4e2a\u6307\u6807\u6765\u6bd4\u5bf9\u7ed3\u679c\u597d\u574f\u3002<\/p>\n\n\n\n

                    \u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n
                    \"\"<\/figure>\n\n\n\n
                    \"\"<\/figure>\n\n\n\n
                      \n
                    1. \u5bf9\u7167\u7ec4\u7684\u6548\u679c\u6bd4\u8f83\u5dee\uff1b<\/li>\n\n\n\n
                    2. \u76f8\u6bd4\u5bf9\u7167\u7ec4\uff0c\u5728\u63d0\u793a\u8bcd\u4e2d\u589e\u52a0\u793a\u4f8b\u5bf9\u9664\u4e86 text-davinci-003 \u4e4b\u5916\u7684\u6a21\u578b\u63d0\u5347\u4f5c\u7528\u5f88\u660e\u663e\uff1b<\/li>\n\n\n\n
                    3. \u76f8\u6bd4\u4e0a\u4e0b\u6587\u5b66\u4e60\u7ec4\uff0cLoRA<\/a> \u5fae\u8c03\u7ed9\u6240\u6709\u6a21\u578b\u7684\u6548\u679c\u90fd\u5e26\u6765\u4e86\u5de8\u5927\u63d0\u5347\uff0c\u5c24\u5176\u662f Llama2-7 B-chat\uff1b<\/li>\n\n\n\n
                    4. \u5728\u5fae\u8c03\u57fa\u7840\u4e0a\u8fdb\u884c\u68c0\u7d22\u589e\u5f3a\u5e26\u6765\u7684\u63d0\u5347\u6bd4\u8f83\u5c0f\uff1b<\/li>\n\n\n\n
                    5. \u76f8\u6bd4\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u5de5\u5177\u589e\u5f3a\u5e26\u6765\u63d0\u5347\u8f83\u5927\uff1b<\/li>\n\n\n\n
                    6. Truth-Triangulator \u663e\u8457\u51cf\u5c11\u4e86\u9519\u5224\uff0c\u83b7\u5f97\u4e86\u6700\u4f73\u6548\u679c\uff1b<\/li>\n\n\n\n
                    7. \u5fae\u8c03\u6cd5\u63d0\u5347\u53c2\u6570\u91cf\u5927\u7684\u6a21\u578b\u7684\u4f5c\u7528\u5f88\u6709\u9650\uff0c\u8fdc\u4e0d\u5982\u53c2\u6570\u91cf\u5c0f\u7684\u6a21\u578b\u3002<\/li>\n<\/ol>\n\n\n\n

                      \u7ed3\u8bba<\/h1>\n\n\n\n
                        \n
                      1. \u4ecb\u7ecd\u4e86 FactCHD\uff0c\u4e00\u4e2a\u4e13\u95e8\u7528\u4e8e\u8bc4\u4f30\u5927\u6a21\u578b\u4e8b\u5b9e\u6027\u9519\u8bef\u5e7b\u89c9\u7684\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u5305\u542b\u591a\u79cd\u4e8b\u5b9e\u6a21\u5f0f\u7684\u6570\u636e\u5e76\u4e14\u5f3a\u8c03\u4e86\u53ef\u89e3\u91ca\u7684\u8bc1\u636e\u94fe\u6587\u672c\u7684\u91cd\u8981\u6027\uff1b<\/li>\n\n\n\n
                      2. \u63d0\u51fa\u4e86 Truth-Triangulator \u6846\u67b6\uff0c\u5176\u91c7\u7528\u4e09\u89d2\u4e92\u8bc1\u6cd5<\/a>\u9274\u522b\u4fe1\u606f\u771f\u5b9e\u6027\uff0c\u6700\u540e\u7531\u4ef2\u88c1\u8005\u7ed9\u51fa\u7ed3\u8bba\uff1bTruth-Triangulator \u5c55\u73b0\u51fa\u6bd4\u8f83\u597d\u7684\u5e7b\u89c9\u8bc6\u522b\u80fd\u529b\u548c\u89e3\u91ca\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n

                        \u542f\u53d1\u4e0e\u8bc4\u4ef7<\/h1>\n\n\n\n
                          \n
                        1. \u5927\u6a21\u578b\u867d\u7136\u5177\u5907\u76f8\u5173\u6f5c\u80fd\uff0c\u4f46\u662f\u4ecd\u7136\u9700\u8981\u4e00\u5b9a\u7684\u5e2e\u52a9\u624d\u53ef\u4ee5\u53d1\u6325\u51fa\u903b\u8f91\u601d\u8003\u80fd\u529b\uff1b\u6839\u636e\u672c\u6587\u7684\u5b9e\u9a8c\u5206\u6790\u53ef\u77e5\uff0c\u968f\u7740\u5927\u6a21\u578b\u7684\u89c4\u6a21\u8d8a\u6765\u8d8a\u5927\uff0c\u5fae\u8c03\u8fd9\u4e00\u7b56\u7565\u53ef\u80fd\u4e0a\u9650\u5e76\u4e0d\u9ad8\uff1b<\/li>\n\n\n\n
                        2. \u5927\u6a21\u578b\u548c\u4eba\u8111\u5177\u6709\u9ad8\u5ea6\u76f8\u4f3c\u6027,\u300c \u4e09\u89d2\u4e92\u8bc1\u6cd5<\/a> \u300d\u53ef\u4ee5\u8fc1\u79fb\u5230\u5927\u6a21\u578b\u4e0a\u9762\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\uff0c\u90a3\u5176\u4ed6\u5f3a\u5316\u4eba\u7c7b\u903b\u8f91\u601d\u8003\u80fd\u529b\u7684\u65b9\u6cd5\u4e5f\u8bb8\u4e5f\u53ef\u4ee5\uff1b<\/li>\n\n\n\n
                        3. \u6587\u672c\u5f62\u5f0f\u7684\u8bc1\u636e\u94fe\u4e00\u822c\u53ef\u4ee5\u5206\u4e3a\u300c\u6982\u5ff5\u8bf4\u660e\u300d+\u300c\u6838\u5fc3\u89e3\u91ca\u300d\u4e24\u4e2a\u90e8\u5206\uff0c\u6982\u5ff5\u8bf4\u660e\u53ef\u4ee5\u770b\u4f5c\u56fe\u7ed3\u70b9\u7684\u58f0\u660e\uff0c\u6838\u5fc3\u89e3\u91ca\u5219\u662f\u5c06\u7ed3\u70b9\u7528\u903b\u8f91\u5173\u7cfb\u4e32\u8d77\u6765\u3002\u81f3\u4e8e\u5982\u4f55\u6784\u9020\u597d\u7684\u6587\u672c\u5f62\u5f0f\uff0c\u8fd9\u65b9\u9762\u53ef\u4ee5\u53c2\u89c1\u67d0\u4e9b\u4fee\u8f9e\u5b66\u7814\u7a76\uff1b<\/li>\n\n\n\n
                        4. \u672c\u6587\u6784\u9020\u7684\u6570\u636e\u96c6\u5176\u6838\u5fc3\u521b\u65b0\u662f\u5f52\u7eb3\u4e86\u56db\u79cd\u4e8b\u5b9e\u6a21\u5f0f\u4ee5\u53ca\u5c06\u8bc1\u636e\u94fe\u89e3\u91ca\u4e5f\u5f15\u5165\u8fdb\u6570\u636e\u96c6\u4e2d\uff0c\u4f46\u662f\u4f5c\u8005\u6ca1\u6709\u8ba8\u8bba\u6709\u6ca1\u6709\u66f4\u591a\u5176\u4ed6\u7684\u4e8b\u5b9e\u6a21\u5f0f\uff0c\u4e5f\u6ca1\u6709\u8003\u8651\u82e5\u5e72\u4e2d\u4e8b\u5b9e\u6a21\u5f0f\u7ec4\u5408\u8d77\u6765\u7684\u60c5\u51b5\u3002\u6b64\u5916\uff0c\u8bc4\u4f30\u8bc1\u636e\u94fe\u6587\u672c\u597d\u574f\u7684\u6307\u6807 EXPMATCH \u662f\u57fa\u4e8e\u6587\u672c\u5339\u914d\u7684\uff0c\u4e0d\u8003\u8651\u6587\u672c\u7684\u8bed\u4e49\u662f\u5426\u76f8\u4f3c\uff1b\u8fd9\u5bfc\u81f4 EXPMATCH \u8fd9\u4e2a\u6307\u6807\u7f3a\u4e4f\u8bf4\u670d\u529b\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

                          \u6838\u5fc3\u5185\u5bb9 \u80cc\u666f \u65b9\u6cd5\u8bba \u4e8b\u5b9e\u6a21\u5f0f \u4e8b\u5b9e\u6a21\u5f0f\u6307\u7684\u662f\u56de\u7b54\u67d0\u95ee\u9898\u6240\u9700\u8981\u7684\u903b\u8f91\u65b9\u6cd5\u3002 \u4f5c\u8005\u5728\u95ee\u9898\u7684\u4e8b\u5b9e\u6a21\u5f0f\u4e0a\u505a\u4e86\u66f4\u6df1\u5165 […]<\/p>\n","protected":false},"author":59,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1345","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1345","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=1345"}],"version-history":[{"count":2,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1345\/revisions"}],"predecessor-version":[{"id":1485,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1345\/revisions\/1485"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=1345"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=1345"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=1345"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}