{"id":75881,"date":"2026-02-13T11:57:43","date_gmt":"2026-02-13T03:57:43","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/75881.html"},"modified":"2026-02-13T11:57:43","modified_gmt":"2026-02-13T03:57:43","slug":"%e3%80%902026%e3%80%91-llm-%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%b3%bb%e7%bb%9f%e5%ad%a6%e4%b9%a0%e6%8c%87%e5%8d%97-64","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/75881.html","title":{"rendered":"\u30102026\u3011 LLM \u5927\u6a21\u578b\u7cfb\u7edf\u5b66\u4e60\u6307\u5357 (64)"},"content":{"rendered":"

Understanding what AI is thinking\u2014\u2014 \u63a2\u7d22 AI \u51b3\u7b56\u7684\u7406\u89e3\u4e0e\u9a8c\u8bc1\u5b9e\u8df5<\/h2>\n

\u672c\u6b21\u4f5c\u4e1a\u56f4\u7ed5 **\u201c\u7406\u89e3 AI \u5728\u601d\u8003\u4ec0\u4e48\u201d\u5c55\u5f00，\u805a\u7126\u5927\u8bed\u8a00\u6a21\u578b\u7b49 AI \u7cfb\u7edf\u7684\u53ef\u89e3\u91ca\u6027\u843d\u5730\u5b9e\u8df5，\u5c06\u6b64\u524d\u6240\u5b66\u7684 LLM \u53ef\u89e3\u91ca\u6027\u7406\u8bba\u3001Transformer \u67b6\u6784\u903b\u8f91\u3001LLM \u81ea\u89e3\u91ca\u65b9\u6cd5\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u7684\u5206\u6790\u4efb\u52a1，\u6838\u5fc3\u76ee\u6807\u662f\u8ba9\u5b66\u4e60\u8005\u901a\u8fc7\u5b9e\u9645\u64cd\u4f5c，\u638c\u63e1\u5206\u6790 AI \u51b3\u7b56\u903b\u8f91\u3001\u9a8c\u8bc1 AI \u8f93\u51fa\u5408\u7406\u6027\u3001\u5b9a\u4f4d AI \u751f\u6210\u95ee\u9898 ** \u7684\u57fa\u672c\u65b9\u6cd5，\u4ece \u201c\u7406\u8bba\u7406\u89e3\u201d \u8d70\u5411 \u201c\u5b9e\u8df5\u5e94\u7528\u201d\u3002<\/p>\n

\u4f5c\u4e1a\u7684\u8bbe\u8ba1\u65e2\u8d34\u5408\u5927\u6a21\u578b\u5165\u95e8\u5b66\u4e60\u8005\u7684\u80fd\u529b\u6c34\u5e73，\u53c8\u517c\u987e\u5b9e\u8df5\u7684\u9488\u5bf9\u6027\u548c\u5b9e\u7528\u6027，\u6240\u6709\u4efb\u52a1\u5747\u56f4\u7ed5 AI \u53ef\u89e3\u91ca\u6027\u7684\u6838\u5fc3\u7ef4\u5ea6\u5c55\u5f00，\u5b8c\u6210\u4f5c\u4e1a\u7684\u8fc7\u7a0b，\u4e5f\u662f\u5bf9\u524d\u671f\u5927\u6a21\u578b\u6838\u5fc3\u77e5\u8bc6\u7684\u7efc\u5408\u590d\u76d8\u548c\u6df1\u5ea6\u5e94\u7528，\u540c\u65f6\u80fd\u57f9\u517b\u5b66\u4e60\u8005\u7406\u6027\u770b\u5f85 AI \u8f93\u51fa\u3001\u79d1\u5b66\u5206\u6790 AI \u884c\u4e3a\u7684\u6838\u5fc3\u601d\u7ef4\u3002<\/p>\n

\u4e00\u3001\u4f5c\u4e1a\u6838\u5fc3\u76ee\u6807\u4e0e\u8bbe\u8ba1\u601d\u8def<\/h3>\n

1. \u4e09\u5927\u6838\u5fc3\u76ee\u6807<\/h4>\n
  • \u7efc\u5408\u5e94\u7528：\u5c06 LLM \u53ef\u89e3\u91ca\u6027\u3001Transformer \u67b6\u6784\u3001LLM \u81ea\u89e3\u91ca\u7b49\u524d\u671f\u77e5\u8bc6，\u7efc\u5408\u5e94\u7528\u4e8e AI \u51b3\u7b56\u7684\u5b9e\u9645\u5206\u6790\u573a\u666f，\u5b9e\u73b0\u7406\u8bba\u4e0e\u5b9e\u8df5\u7684\u7ed3\u5408；<\/li>\n
  • \u80fd\u529b\u57f9\u517b：\u638c\u63e1AI \u8f93\u51fa\u5206\u6790\u3001\u51b3\u7b56\u903b\u8f91\u9a8c\u8bc1\u3001\u751f\u6210\u95ee\u9898\u5b9a\u4f4d\u7684\u57fa\u7840\u5b9e\u64cd\u65b9\u6cd5，\u5f62\u6210\u5206\u6790 AI \u884c\u4e3a\u7684\u57fa\u672c\u601d\u8def；<\/li>\n
  • \u601d\u7ef4\u5efa\u7acb：\u5efa\u7acb \u201cAI \u7684\u8f93\u51fa\u5e76\u975e\u7edd\u5bf9\u6b63\u786e，\u9700\u901a\u8fc7\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u9a8c\u8bc1\u5176\u5408\u7406\u6027\u201d \u7684\u7406\u6027\u601d\u7ef4，\u7406\u89e3 AI \u51b3\u7b56\u7684\u672c\u8d28\u662f\u7279\u5f81\u5efa\u6a21\u4e0e\u6982\u7387\u9884\u6d4b，\u800c\u975e\u771f\u6b63\u7684\u4eba\u7c7b\u5f0f\u601d\u8003\u3002<\/li>\n

    2. \u6574\u4f53\u8bbe\u8ba1\u601d\u8def<\/h4>\n

    \u672c\u6b21\u4f5c\u4e1a\u91c7\u7528 **\u201c\u7406\u8bba\u590d\u73b0 + \u5b9e\u64cd\u5206\u6790 + \u95ee\u9898\u63a2\u7a76\u201d** \u7684\u4e09\u5c42\u8bbe\u8ba1\u903b\u8f91，\u5c42\u5c42\u9012\u8fdb，\u96be\u5ea6\u7531\u6d45\u5165\u6df1，\u9002\u914d\u5165\u95e8\u5b66\u4e60\u8005\u7684\u5b66\u4e60\u8282\u594f：<\/p>\n

      \n
    • \u57fa\u7840\u5c42：\u7406\u8bba\u590d\u73b0，\u901a\u8fc7\u7b80\u5355\u4efb\u52a1\u590d\u73b0 LLM \u53ef\u89e3\u91ca\u6027\u7684\u6838\u5fc3\u65b9\u6cd5，\u5de9\u56fa\u7406\u8bba\u77e5\u8bc6；<\/li>\n
    • \u8fdb\u9636\u5c42：\u5b9e\u64cd\u5206\u6790，\u9488\u5bf9\u5177\u4f53\u7684 LLM \u751f\u6210\u6848\u4f8b，\u5b8c\u6210\u51b3\u7b56\u903b\u8f91\u7684\u62c6\u89e3\u548c\u5206\u6790，\u953b\u70bc\u5b9e\u64cd\u80fd\u529b；<\/li>\n
    • \u63a2\u7a76\u5c42：\u95ee\u9898\u63a2\u7a76，\u9488\u5bf9 LLM \u7684\u5e7b\u89c9\u3001\u9519\u8bef\u751f\u6210\u7b49\u95ee\u9898，\u5b9a\u4f4d\u6839\u6e90\u5e76\u63d0\u51fa\u4f18\u5316\u65b9\u6848，\u57f9\u517b\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3002<\/li>\n<\/ul>\n

      \u540c\u65f6，\u4f5c\u4e1a\u4e0d\u8981\u6c42\u590d\u6742\u7684\u4ee3\u7801\u5f00\u53d1\u548c\u6570\u5b66\u63a8\u5bfc，\u91cd\u70b9\u5173\u6ce8\u5206\u6790\u601d\u8def\u548c\u903b\u8f91\u8868\u8fbe，\u8ba9\u5b66\u4e60\u8005\u805a\u7126\u4e8e \u201c\u5982\u4f55\u7406\u89e3 AI \u7684\u601d\u8003\u201d，\u800c\u975e\u7e41\u7410\u7684\u6280\u672f\u5b9e\u73b0，\u964d\u4f4e\u5b9e\u8df5\u95e8\u69db\u3002<\/p>\n

      \u4e8c\u3001\u4f5c\u4e1a\u6838\u5fc3\u4efb\u52a1\u62c6\u89e3<\/h3>\n

      \u672c\u6b21\u4f5c\u4e1a\u7684\u6240\u6709\u4efb\u52a1\u5747\u56f4\u7ed5LLM（\u57fa\u4e8e Transformer Decoder-only \u67b6\u6784）\u5c55\u5f00，\u5206\u4e3a\u57fa\u7840\u4efb\u52a1\u3001\u5b9e\u64cd\u4efb\u52a1\u3001\u63a2\u7a76\u4efb\u52a1\u4e09\u4e2a\u90e8\u5206，\u5404\u4efb\u52a1\u4e4b\u95f4\u76f8\u4e92\u5173\u8054，\u524d\u4e00\u4efb\u52a1\u662f\u540e\u4e00\u4efb\u52a1\u7684\u57fa\u7840，\u5b8c\u6210\u6240\u6709\u4efb\u52a1\u5373\u53ef\u5f62\u6210\u4e00\u5957\u5b8c\u6574\u7684 AI \u51b3\u7b56\u5206\u6790\u6d41\u7a0b\u3002<\/p>\n

      \u4efb\u52a1\u4e00：\u57fa\u7840\u4efb\u52a1 \u2014\u2014 \u590d\u73b0 LLM \u53ef\u89e3\u91ca\u6027\u7684\u6838\u5fc3\u65b9\u6cd5（\u7406\u8bba\u843d\u5730）<\/h4>\n

      \u672c\u4efb\u52a1\u4e3a\u57fa\u7840\u590d\u73b0\u7c7b\u4efb\u52a1，\u6838\u5fc3\u662f\u8ba9\u5b66\u4e60\u8005\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0 + \u7b80\u5355\u6848\u4f8b\u8bbe\u8ba1，\u590d\u73b0\u6b64\u524d\u6240\u5b66\u7684 LLM \u53ef\u89e3\u91ca\u6027\u57fa\u7840\u65b9\u6cd5\u548c LLM \u81ea\u89e3\u91ca\u65b9\u6cd5，\u68c0\u9a8c\u5bf9\u7406\u8bba\u65b9\u6cd5\u7684\u7406\u89e3\u7a0b\u5ea6，\u4e3a\u540e\u7eed\u5b9e\u64cd\u5206\u6790\u6253\u4e0b\u57fa\u7840\u3002<\/p>\n

      1. \u6838\u5fc3\u8981\u6c42<\/h5>\n
    • \u5206\u522b\u590d\u73b0\u6ce8\u610f\u529b\u53ef\u89c6\u5316\u3001\u601d\u7ef4\u94fe\u63d0\u793a\u3001\u8f93\u5165\u6d88\u878d\u5206\u6790\u4e09\u79cd LLM \u53ef\u89e3\u91ca\u6027\u57fa\u7840\u65b9\u6cd5，\u660e\u786e\u6bcf\u79cd\u65b9\u6cd5\u7684\u6838\u5fc3\u903b\u8f91\u3001\u64cd\u4f5c\u6b65\u9aa4\u3001\u9002\u7528\u573a\u666f；<\/li>\n
    • \u4e3a\u6bcf\u79cd\u65b9\u6cd5\u8bbe\u8ba1\u4e00\u4e2a\u7b80\u5355\u7684 LLM \u5e94\u7528\u6848\u4f8b（\u5982\u4ee3\u7801\u8bb2\u89e3\u3001\u77e5\u8bc6\u70b9\u89e3\u91ca\u3001\u6587\u672c\u751f\u6210），\u8bf4\u660e\u5982\u4f55\u5c06\u8be5\u65b9\u6cd5\u5e94\u7528\u4e8e\u6848\u4f8b\u7684 AI \u51b3\u7b56\u5206\u6790；<\/li>\n
    • \u590d\u73b0\u6307\u4ee4\u660e\u786e\u5316\u3001\u573a\u666f\u7c7b\u6bd4\u5f15\u5bfc\u4e24\u79cd LLM \u81ea\u89e3\u91ca\u57fa\u7840\u65b9\u6cd5，\u4e3a \u201c\u8ba9 LLM \u89e3\u91ca\u81ea\u6ce8\u610f\u529b\u673a\u5236\u201d \u8bbe\u8ba1\u5bf9\u5e94\u7684\u9ad8\u8d28\u91cf\u6307\u4ee4，\u8981\u6c42\u6307\u4ee4\u7b26\u5408 \u201c\u53d7\u4f17\u9002\u914d\u3001\u7ef4\u5ea6\u660e\u786e\u3001\u8868\u8fbe\u901a\u4fd7\u201d \u7684\u539f\u5219\u3002<\/li>\n
      2. \u8003\u6838\u91cd\u70b9<\/h5>\n
        \n
      • \u5bf9\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u6838\u5fc3\u903b\u8f91\u7684\u7406\u89e3\u662f\u5426\u51c6\u786e，\u65e0\u6982\u5ff5\u6df7\u6dc6；<\/li>\n
      • \u6848\u4f8b\u8bbe\u8ba1\u662f\u5426\u8d34\u5408\u65b9\u6cd5\u7684\u9002\u7528\u573a\u666f，\u65b9\u6cd5\u7684\u5e94\u7528\u6b65\u9aa4\u662f\u5426\u6e05\u6670；<\/li>\n
      • \u81ea\u89e3\u91ca\u6307\u4ee4\u7684\u8bbe\u8ba1\u662f\u5426\u7b26\u5408\u6838\u5fc3\u539f\u5219，\u80fd\u5f15\u5bfc LLM \u8f93\u51fa\u9ad8\u8d28\u91cf\u7684\u89e3\u91ca\u5185\u5bb9\u3002<\/li>\n<\/ul>\n
        3. \u5b9e\u64cd\u63d0\u793a<\/h5>\n
          \n
        • \u65e0\u9700\u5b9e\u9645\u7f16\u5199\u4ee3\u7801\u5b9e\u73b0\u6ce8\u610f\u529b\u53ef\u89c6\u5316，\u53ea\u9700\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u64cd\u4f5c\u6d41\u7a0b\u548c\u9884\u671f\u7ed3\u679c（\u5982 \u201c\u901a\u8fc7 HuggingFace \u5e93\u63d0\u53d6 LLM \u5904\u7406\u6848\u4f8b\u65f6\u7684\u6ce8\u610f\u529b\u6743\u91cd，\u7528\u70ed\u529b\u56fe\u53ef\u89c6\u5316，\u89c2\u5bdf LLM \u5bf9\u6838\u5fc3\u5173\u952e\u8bcd\u7684\u6ce8\u610f\u529b\u5206\u914d\u60c5\u51b5\u201d）；<\/li>\n
        • \u6307\u4ee4\u8bbe\u8ba1\u9700\u660e\u786e\u89e3\u91ca\u5bf9\u8c61\u3001\u76ee\u6807\u53d7\u4f17\u3001\u89e3\u91ca\u6df1\u5ea6，\u4f8b\u5982\u9762\u5411\u9ad8\u4e00\u7f16\u7a0b\u96f6\u57fa\u7840\u5b66\u751f\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u89e3\u91ca\u6307\u4ee4，\u9700\u5f31\u5316\u6280\u672f\u672f\u8bed，\u5f3a\u5316\u573a\u666f\u7c7b\u6bd4\u3002<\/li>\n<\/ul>\n

          \u4efb\u52a1\u4e8c：\u5b9e\u64cd\u4efb\u52a1 \u2014\u2014LLM \u751f\u6210\u6848\u4f8b\u7684\u51b3\u7b56\u903b\u8f91\u5206\u6790（\u6838\u5fc3\u5b9e\u64cd）<\/h4>\n

          \u672c\u4efb\u52a1\u4e3a\u672c\u6b21\u4f5c\u4e1a\u7684\u6838\u5fc3\u5b9e\u64cd\u4efb\u52a1，\u8981\u6c42\u5b66\u4e60\u8005\u9488\u5bf9\u5177\u4f53\u7684 LLM \u751f\u6210\u6848\u4f8b，\u8fd0\u7528\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u5b8c\u6210 AI \u51b3\u7b56\u903b\u8f91\u7684\u62c6\u89e3\u548c\u5206\u6790，\u662f\u7406\u8bba\u65b9\u6cd5\u7684\u76f4\u63a5\u843d\u5730，\u91cd\u70b9\u953b\u70bc\u5b66\u4e60\u8005\u7684\u5b9e\u9645\u5206\u6790\u80fd\u529b\u3002<\/p>\n

          1. \u6838\u5fc3\u8981\u6c42<\/h5>\n
        • \u7ed9\u5b9a LLM \u751f\u6210\u6848\u4f8b：\u201c\u4e3a\u9ad8\u4e00\u96f6\u57fa\u7840\u5b66\u751f\u8bb2\u89e3 Pythonfor \u5faa\u73af，LLM \u751f\u6210\u4e86\u2018for \u5faa\u73af\u50cf\u8bfe\u95f4\u64cd\u6309\u987a\u5e8f\u62a5\u6570，\u4f9d\u6b21\u558a\u51fa 1\u30012\u30013\u30014\u2026\u2026，\u5faa\u73af\u5c31\u662f\u6309\u987a\u5e8f\u6267\u884c\u76f8\u540c\u7684\u4ee3\u7801\u52a8\u4f5c\u2019\u7684\u89e3\u91ca\u5185\u5bb9\u201d；<\/li>\n
        • \u8fd0\u7528\u601d\u7ef4\u94fe\u63d0\u793a\u6cd5，\u5f15\u5bfc LLM \u8f93\u51fa\u8be5\u751f\u6210\u7ed3\u679c\u7684\u63a8\u7406\u8fc7\u7a0b，\u5e76\u8bb0\u5f55 LLM \u7684\u8f93\u51fa\u5185\u5bb9；<\/li>\n
        • \u8fd0\u7528\u8f93\u5165\u6d88\u878d\u5206\u6790，\u8bbe\u8ba13 \u7ec4\u6d88\u878d\u5b9e\u9a8c（\u5982\u5220\u9664 \u201c\u9ad8\u4e00\u96f6\u57fa\u7840\u201d\u201cPython\u201d\u201c\u6821\u56ed\u573a\u666f\u7c7b\u6bd4\u201d \u7b49\u6838\u5fc3\u8f93\u5165\u7279\u5f81），\u5206\u6790\u4e0d\u540c\u8f93\u5165\u7279\u5f81\u7684\u5220\u9664\u5bf9 LLM \u751f\u6210\u7ed3\u679c\u7684\u5f71\u54cd；<\/li>\n
        • \u7efc\u5408\u4e0a\u8ff0\u5206\u6790，\u603b\u7ed3\u8be5 LLM \u751f\u6210\u8be5\u7ed3\u679c\u7684\u6838\u5fc3\u51b3\u7b56\u903b\u8f91：LLM \u5173\u6ce8\u4e86\u54ea\u4e9b\u6838\u5fc3\u8f93\u5165\u7279\u5f81\u3001\u5982\u4f55\u5efa\u7acb\u7279\u5f81\u5173\u8054\u3001\u4e3a\u4f55\u9009\u62e9 \u201c\u8bfe\u95f4\u64cd\u62a5\u6570\u201d \u8fd9\u4e00\u7c7b\u6bd4\u3002<\/li>\n
          2. \u8003\u6838\u91cd\u70b9<\/h5>\n
            \n
          • \u80fd\u5426\u6b63\u786e\u8fd0\u7528\u601d\u7ef4\u94fe\u63d0\u793a\u3001\u8f93\u5165\u6d88\u878d\u5206\u6790\u65b9\u6cd5，\u8bbe\u8ba1\u5408\u7406\u7684\u5206\u6790\u6b65\u9aa4；<\/li>\n
          • \u6d88\u878d\u5b9e\u9a8c\u7684\u8bbe\u8ba1\u662f\u5426\u5177\u6709\u9488\u5bf9\u6027，\u80fd\u6709\u6548\u5206\u6790\u6838\u5fc3\u8f93\u5165\u7279\u5f81\u7684\u4f5c\u7528；<\/li>\n
          • \u80fd\u5426\u57fa\u4e8e\u5206\u6790\u7ed3\u679c，\u51c6\u786e\u603b\u7ed3 LLM \u7684\u51b3\u7b56\u903b\u8f91，\u505a\u5230\u903b\u8f91\u6e05\u6670\u3001\u8bba\u636e\u5145\u5206\u3002<\/li>\n<\/ul>\n
            3. \u5b9e\u64cd\u63d0\u793a<\/h5>\n
              \n
            • \u601d\u7ef4\u94fe\u63d0\u793a\u7684\u6307\u4ee4\u9700\u660e\u786e\u8981\u6c42 LLM**\u201c\u5206\u6b65\u62c6\u89e3\u63a8\u7406\u8fc7\u7a0b\u201d**，\u4f8b\u5982 \u201c\u8bf7\u5206\u6b65\u8bf4\u660e\u4f60\u4e3a\u9ad8\u4e00\u96f6\u57fa\u7840\u5b66\u751f\u8bb2\u89e3 Python for \u5faa\u73af\u65f6，\u9009\u62e9\u2018\u8bfe\u95f4\u64cd\u62a5\u6570\u2019\u4f5c\u4e3a\u7c7b\u6bd4\u7684\u63a8\u7406\u8fc7\u7a0b，\u6bcf\u4e00\u6b65\u8bf4\u660e\u4f60\u7684\u6838\u5fc3\u601d\u8003\u70b9\u201d；<\/li>\n
            • \u6d88\u878d\u5b9e\u9a8c\u7684\u8bbe\u8ba1\u9700\u9075\u5faa **\u201c\u5355\u4e00\u53d8\u91cf\u539f\u5219\u201d**，\u6bcf\u6b21\u4ec5\u5220\u9664\u4e00\u4e2a\u6838\u5fc3\u8f93\u5165\u7279\u5f81，\u4fdd\u8bc1\u5b9e\u9a8c\u7ed3\u679c\u7684\u53ef\u5206\u6790\u6027；<\/li>\n
            • \u603b\u7ed3\u51b3\u7b56\u903b\u8f91\u65f6，\u9700\u7d27\u6263 **\u201c\u7279\u5f81\u5173\u6ce8 – \u7279\u5f81\u5173\u8054 – \u7ed3\u679c\u751f\u6210\u201d** \u7684\u6838\u5fc3\u7ef4\u5ea6，\u8d34\u5408 LLM \u7684\u6982\u7387\u6027\u5e8f\u5217\u9884\u6d4b\u672c\u8d28\u3002<\/li>\n<\/ul>\n

              \u4efb\u52a1\u4e09：\u63a2\u7a76\u4efb\u52a1 \u2014\u2014LLM \u9519\u8bef\u751f\u6210\u7684\u95ee\u9898\u5b9a\u4f4d\u4e0e\u4f18\u5316（\u80fd\u529b\u63d0\u5347）<\/h4>\n

              \u672c\u4efb\u52a1\u4e3a\u63a2\u7a76\u7c7b\u4efb\u52a1，\u8981\u6c42\u5b66\u4e60\u8005\u9488\u5bf9LLM \u7684\u9519\u8bef\u751f\u6210 \/ \u5e7b\u89c9\u751f\u6210\u6848\u4f8b，\u8fd0\u7528\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90，\u5e76\u63d0\u51fa\u9488\u5bf9\u6027\u7684\u4f18\u5316\u65b9\u6848，\u91cd\u70b9\u953b\u70bc\u5b66\u4e60\u8005\u7684\u95ee\u9898\u5b9a\u4f4d\u80fd\u529b\u548c\u89e3\u51b3\u65b9\u6848\u8bbe\u8ba1\u80fd\u529b，\u4e5f\u662f\u5bf9 AI \u53ef\u89e3\u91ca\u6027\u4ef7\u503c\u7684\u6df1\u5ea6\u7406\u89e3\u3002<\/p>\n

              1. \u6838\u5fc3\u8981\u6c42<\/h5>\n
            • \u7ed9\u5b9a LLM \u9519\u8bef\u751f\u6210\u6848\u4f8b：\u201c\u5411 LLM \u63d0\u95ee\u2018Python \u4e2d for \u5faa\u73af\u548c while \u5faa\u73af\u7684\u6838\u5fc3\u533a\u522b\u662f\u4ec0\u4e48？\u9488\u5bf9\u9ad8\u4e00\u96f6\u57fa\u7840\u5b66\u751f\u8bb2\u89e3\u2019，LLM \u751f\u6210\u4e86\u2018for \u5faa\u73af\u9700\u8981\u63d0\u524d\u5b9a\u4e49\u5faa\u73af\u6b21\u6570，while \u5faa\u73af\u53ef\u4ee5\u65e0\u9650\u5faa\u73af，\u65e0\u9700\u8bbe\u7f6e\u7ec8\u6b62\u6761\u4ef6\u2019\u7684\u9519\u8bef\u5185\u5bb9（\u9519\u8bef\u70b9：while \u5faa\u73af\u4e5f\u9700\u8981\u7ec8\u6b62\u6761\u4ef6，\u5426\u5219\u4f1a\u9020\u6210\u6b7b\u5faa\u73af）\u201d；<\/li>\n
            • \u8fd0\u7528LLM \u81ea\u89e3\u91ca\u65b9\u6cd5（\u6307\u4ee4\u660e\u786e\u5316 + \u601d\u7ef4\u94fe\u63d0\u793a），\u8ba9 LLM \u89e3\u91ca\u8be5\u751f\u6210\u7ed3\u679c\u7684\u63a8\u7406\u8fc7\u7a0b，\u5b9a\u4f4d LLM \u751f\u6210\u9519\u8bef\u7684\u76f4\u63a5\u539f\u56e0；<\/li>\n
            • \u7ed3\u5408 Transformer \u67b6\u6784\u548c LLM \u53ef\u89e3\u91ca\u6027\u7406\u8bba，\u5206\u6790 LLM \u751f\u6210\u8be5\u9519\u8bef\u7684\u5e95\u5c42\u539f\u56e0（\u5982\u7279\u5f81\u5173\u8054\u9519\u8bef\u3001\u77e5\u8bc6\u50a8\u5907\u7f3a\u5931\u3001\u6ce8\u610f\u529b\u5206\u914d\u504f\u5dee\u7b49）；<\/li>\n
            • \u9488\u5bf9\u95ee\u9898\u6839\u6e90，\u4ece\u6307\u4ee4\u8bbe\u8ba1\u3001\u6a21\u578b\u5fae\u8c03\u3001\u6570\u636e\u8865\u5145\u4e09\u4e2a\u89d2\u5ea6，\u63d0\u51fa\u5177\u4f53\u3001\u53ef\u64cd\u4f5c\u7684\u4f18\u5316\u65b9\u6848，\u786e\u4fdd\u4f18\u5316\u65b9\u6848\u80fd\u6709\u6548\u89e3\u51b3\u8be5\u9519\u8bef\u751f\u6210\u95ee\u9898\u3002<\/li>\n
              2. \u8003\u6838\u91cd\u70b9<\/h5>\n
                \n
              • \u80fd\u5426\u901a\u8fc7 LLM \u81ea\u89e3\u91ca，\u51c6\u786e\u5b9a\u4f4d\u9519\u8bef\u751f\u6210\u7684\u76f4\u63a5\u539f\u56e0；<\/li>\n
              • \u80fd\u5426\u7ed3\u5408\u7406\u8bba\u77e5\u8bc6，\u6df1\u5165\u5206\u6790\u9519\u8bef\u751f\u6210\u7684\u5e95\u5c42\u539f\u56e0，\u505a\u5230\u7406\u8bba\u4e0e\u5b9e\u9645\u7ed3\u5408；<\/li>\n
              • \u4f18\u5316\u65b9\u6848\u7684\u8bbe\u8ba1\u662f\u5426\u5177\u6709\u9488\u5bf9\u6027，\u8d34\u5408\u95ee\u9898\u6839\u6e90，\u4e14\u5177\u5907\u53ef\u64cd\u4f5c\u6027，\u800c\u975e\u6cdb\u6cdb\u800c\u8c08\u3002<\/li>\n<\/ul>\n
                3. \u5b9e\u64cd\u63d0\u793a<\/h5>\n
                  \n
                • \u5b9a\u4f4d\u76f4\u63a5\u539f\u56e0\u65f6，\u9700\u8ba9 LLM \u660e\u786e\u8bf4\u660e **\u201c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u54ea\u4e2a\u73af\u8282\u51fa\u73b0\u4e86\u504f\u5dee\u201d**，\u4f8b\u5982\u662f\u5426\u6df7\u6dc6\u4e86 \u201cwhile \u5faa\u73af\u7684\u7ec8\u6b62\u6761\u4ef6\u201d \u548c \u201c\u65e0\u9650\u5faa\u73af\u7684\u8bbe\u7f6e\u201d；<\/li>\n
                • \u5206\u6790\u5e95\u5c42\u539f\u56e0\u65f6，\u53ef\u4ece\u8f93\u5165\u7279\u5f81\u5173\u6ce8\u3001\u77e5\u8bc6\u7279\u5f81\u5efa\u6a21\u3001\u6ce8\u610f\u529b\u5206\u914d\u4e09\u4e2a\u89d2\u5ea6\u5c55\u5f00，\u4f8b\u5982 \u201cLLM \u5bf9\u2018while \u5faa\u73af\u2019\u7684\u77e5\u8bc6\u7279\u5f81\u5efa\u6a21\u5b58\u5728\u504f\u5dee，\u672a\u5c06\u2018\u7ec8\u6b62\u6761\u4ef6\u2019\u4f5c\u4e3a\u6838\u5fc3\u7279\u5f81\u5173\u8054\u201d；<\/li>\n
                • \u4f18\u5316\u65b9\u6848\u7684\u8bbe\u8ba1\u9700\u8d34\u5408\u5165\u95e8\u573a\u666f，\u4f8b\u5982\u6307\u4ee4\u8bbe\u8ba1\u89d2\u5ea6\u53ef\u63d0\u51fa \u201c\u5728\u6307\u4ee4\u4e2d\u660e\u786e\u8981\u6c42 LLM\u2018\u91cd\u70b9\u8bb2\u89e3\u4e24\u79cd\u5faa\u73af\u7684\u7ec8\u6b62\u6761\u4ef6\u8bbe\u7f6e\u2019\u201d，\u6a21\u578b\u5fae\u8c03\u89d2\u5ea6\u53ef\u63d0\u51fa \u201c\u8865\u5145\u9488\u5bf9\u96f6\u57fa\u7840\u5b66\u751f\u7684 Python \u5faa\u73af\u77e5\u8bc6\u70b9\u6807\u6ce8\u6570\u636e\u201d\u3002<\/li>\n<\/ul>\n

                  \u4efb\u52a1\u56db：\u603b\u7ed3\u4efb\u52a1 \u2014\u2014AI \u51b3\u7b56\u7406\u89e3\u7684\u6838\u5fc3\u601d\u8def\u4e0e\u5fc3\u5f97\u4f53\u4f1a（\u7efc\u5408\u590d\u76d8）<\/h4>\n

                  \u672c\u4efb\u52a1\u4e3a\u7efc\u5408\u603b\u7ed3\u4efb\u52a1，\u8981\u6c42\u5b66\u4e60\u8005\u7ed3\u5408\u672c\u6b21\u4f5c\u4e1a\u7684\u6240\u6709\u4efb\u52a1\u5b8c\u6210\u8fc7\u7a0b，\u68b3\u7406\u7406\u89e3 AI \u51b3\u7b56\u7684\u6838\u5fc3\u601d\u8def，\u5e76\u64b0\u5199\u5fc3\u5f97\u4f53\u4f1a，\u5b9e\u73b0\u5bf9\u672c\u6b21\u4f5c\u4e1a\u53ca\u524d\u671f\u5927\u6a21\u578b\u77e5\u8bc6\u7684\u7efc\u5408\u590d\u76d8\u548c\u6df1\u5ea6\u601d\u8003\u3002<\/p>\n

                  1. \u6838\u5fc3\u8981\u6c42<\/h5>\n
                • \u57fa\u4e8e\u672c\u6b21\u4f5c\u4e1a\u7684\u5b9e\u8df5\u8fc7\u7a0b，\u68b3\u7406\u51fa\u5206\u6790 LLM \u51b3\u7b56\u903b\u8f91\u7684\u901a\u7528\u6838\u5fc3\u601d\u8def，\u8981\u6c42\u601d\u8def\u5177\u6709\u53ef\u590d\u5236\u6027，\u80fd\u9002\u914d\u4e0d\u540c\u7684 LLM \u751f\u6210\u6848\u4f8b；<\/li>\n
                • \u7ed3\u5408\u5b9e\u8df5，\u8c08\u8c08\u5bf9 **\u201cAI \u5728\u601d\u8003\u4ec0\u4e48\u201d** \u7684\u7406\u89e3，\u660e\u786e AI \u7684 \u201c\u601d\u8003\u201d \u4e0e\u4eba\u7c7b\u601d\u8003\u7684\u672c\u8d28\u533a\u522b；<\/li>\n
                • \u603b\u7ed3\u672c\u6b21\u4f5c\u4e1a\u7684\u6536\u83b7\u4e0e\u4e0d\u8db3，\u8bf4\u660e\u540e\u7eed\u9700\u8981\u8fdb\u4e00\u6b65\u5b66\u4e60\u548c\u63d0\u5347\u7684\u65b9\u5411\u3002<\/li>\n
                  2. \u8003\u6838\u91cd\u70b9<\/h5>\n
                    \n
                  • \u901a\u7528\u5206\u6790\u601d\u8def\u7684\u68b3\u7406\u662f\u5426\u903b\u8f91\u6e05\u6670\u3001\u6b65\u9aa4\u660e\u786e，\u5177\u6709\u53ef\u590d\u5236\u6027；<\/li>\n
                  • \u5bf9 AI \u201c\u601d\u8003\u201d \u7684\u7406\u89e3\u662f\u5426\u8d34\u5408\u7406\u8bba\u672c\u8d28，\u80fd\u51c6\u786e\u533a\u5206 AI \u51b3\u7b56\u4e0e\u4eba\u7c7b\u601d\u8003；<\/li>\n
                  • \u5fc3\u5f97\u4f53\u4f1a\u662f\u5426\u771f\u5b9e\u3001\u5177\u4f53，\u80fd\u4f53\u73b0\u51fa\u5b9e\u8df5\u540e\u7684\u6df1\u5ea6\u601d\u8003\u3002<\/li>\n<\/ul>\n

                    \u4e09\u3001\u4f5c\u4e1a\u5b9e\u64cd\u5de5\u5177\u4e0e\u73af\u5883\u5efa\u8bae<\/h3>\n

                    \u672c\u6b21\u4f5c\u4e1a\u4ee5 **\u201c\u5206\u6790\u601d\u8def\u548c\u903b\u8f91\u8868\u8fbe\u201d\u4e3a\u6838\u5fc3，\u4e0d\u8981\u6c42\u590d\u6742\u7684\u4ee3\u7801\u5f00\u53d1\u548c\u4e13\u4e1a\u7684\u7b97\u529b\u73af\u5883，\u5165\u95e8\u5b66\u4e60\u8005\u53ef\u901a\u8fc7\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5e73\u53f0 + \u7b80\u5355\u7684\u6587\u672c\u5206\u6790\u5de5\u5177 ** \u5b8c\u6210\u6240\u6709\u4efb\u52a1，\u964d\u4f4e\u5b9e\u64cd\u95e8\u69db，\u5177\u4f53\u5de5\u5177\u4e0e\u73af\u5883\u5efa\u8bae\u5982\u4e0b：<\/p>\n

                    1. LLM \u4ea4\u4e92\u5de5\u5177<\/h4>\n

                    \u53ef\u9009\u62e9\u4efb\u610f\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5e73\u53f0，\u53ea\u9700\u652f\u6301\u81ea\u5b9a\u4e49\u6307\u4ee4\u8f93\u5165\u3001\u591a\u8f6e\u4ea4\u4e92\u5373\u53ef，\u4f8b\u5982：<\/p>\n

                      \n
                    • \u8f7b\u91cf\u6a21\u578b：Phi-2\u3001Llama 2（7B），\u53ef\u901a\u8fc7\u672c\u5730\u90e8\u7f72\u6216\u5728\u7ebf\u5e73\u53f0\u8c03\u7528，\u9002\u5408\u5feb\u901f\u5b8c\u6210\u6307\u4ee4\u4ea4\u4e92\u548c\u751f\u6210；<\/li>\n
                    • \u901a\u7528\u5e73\u53f0：\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7ebf\u5e73\u53f0，\u64cd\u4f5c\u4fbf\u6377，\u65e0\u9700\u672c\u5730\u90e8\u7f72，\u9002\u5408\u96f6\u57fa\u7840\u5b66\u4e60\u8005\u3002<\/li>\n<\/ul>\n

                      2. \u8f85\u52a9\u5206\u6790\u5de5\u5177<\/h4>\n
                        \n
                      • \u6587\u672c\u7f16\u8f91\u5de5\u5177：\u8bb0\u4e8b\u672c\u3001Word\u3001\u9a6c\u514b\u98de\u8c61\u7b49，\u7528\u4e8e\u8bb0\u5f55 LLM \u751f\u6210\u7ed3\u679c\u3001\u6d88\u878d\u5b9e\u9a8c\u6570\u636e\u3001\u5206\u6790\u7ed3\u8bba；<\/li>\n
                      • \u8868\u683c\u5de5\u5177：Excel\u3001WPS \u8868\u683c\u3001\u5728\u7ebf\u8868\u683c，\u7528\u4e8e\u6574\u7406\u6d88\u878d\u5b9e\u9a8c\u7684\u8f93\u5165\u7279\u5f81\u3001\u751f\u6210\u7ed3\u679c\u3001\u5f71\u54cd\u5206\u6790，\u8ba9\u6570\u636e\u66f4\u6e05\u6670；<\/li>\n
                      • \u601d\u7ef4\u5bfc\u56fe\u5de5\u5177：XMind\u3001MindMaster\u3001\u5728\u7ebf\u601d\u7ef4\u5bfc\u56fe，\u7528\u4e8e\u68b3\u7406 AI \u51b3\u7b56\u5206\u6790\u7684\u6838\u5fc3\u601d\u8def，\u8ba9\u903b\u8f91\u66f4\u76f4\u89c2\u3002<\/li>\n<\/ul>\n

                        3. \u5b9e\u64cd\u73af\u5883\u8981\u6c42<\/h4>\n
                          \n
                        • \u65e0\u9700\u9ad8\u7aef\u7b97\u529b\u548c\u4e13\u4e1a\u7f16\u7a0b\u73af\u5883，\u666e\u901a\u7535\u8111 \/ \u5e73\u677f \/ \u624b\u673a\u5747\u53ef\u5b8c\u6210；<\/li>\n
                        • \u65e0\u9700\u638c\u63e1\u590d\u6742\u7684 Python \u4ee3\u7801\u548c\u673a\u5668\u5b66\u4e60\u6846\u67b6，\u4ec5\u9700\u5177\u5907\u57fa\u7840\u7684\u7535\u8111\u64cd\u4f5c\u80fd\u529b\u5373\u53ef\u3002<\/li>\n<\/ul>\n

                          \u56db\u3001\u4f5c\u4e1a\u8bc4\u4ef7\u6807\u51c6<\/h3>\n

                          \u672c\u6b21\u4f5c\u4e1a\u91c7\u7528 **\u201c\u7ef4\u5ea6\u5316\u8bc4\u5206\u201d\u65b9\u5f0f，\u4ece\u77e5\u8bc6\u5e94\u7528\u3001\u5b9e\u64cd\u80fd\u529b\u3001\u903b\u8f91\u8868\u8fbe\u3001\u95ee\u9898\u63a2\u7a76 ** \u56db\u4e2a\u6838\u5fc3\u7ef4\u5ea6\u8fdb\u884c\u8bc4\u4ef7，\u5404\u7ef4\u5ea6\u5360\u6bd4\u5747\u7b49，\u6ce8\u91cd\u8fc7\u7a0b\u800c\u975e\u7ed3\u679c，\u9f13\u52b1\u5b66\u4e60\u8005\u5927\u80c6\u5b9e\u8df5\u3001\u7406\u6027\u5206\u6790，\u5177\u4f53\u8bc4\u4ef7\u6807\u51c6\u5982\u4e0b：<\/p>\n

                          1. \u77e5\u8bc6\u5e94\u7528（25%）<\/h4>\n
                            \n
                          • \u4f18\u79c0：\u80fd\u51c6\u786e\u3001\u7075\u6d3b\u5730\u8fd0\u7528 LLM \u53ef\u89e3\u91ca\u6027\u3001Transformer \u67b6\u6784\u3001LLM \u81ea\u89e3\u91ca\u7b49\u7406\u8bba\u77e5\u8bc6，\u65e0\u6982\u5ff5\u6df7\u6dc6，\u77e5\u8bc6\u4e0e\u5b9e\u8df5\u7ed3\u5408\u7d27\u5bc6；<\/li>\n
                          • \u826f\u597d：\u80fd\u8fd0\u7528\u6838\u5fc3\u7406\u8bba\u77e5\u8bc6，\u5c11\u91cf\u6982\u5ff5\u5b58\u5728\u6a21\u7cca，\u4f46\u4e0d\u5f71\u54cd\u6574\u4f53\u5206\u6790；<\/li>\n
                          • \u5408\u683c：\u80fd\u8fd0\u7528\u57fa\u7840\u7406\u8bba\u77e5\u8bc6，\u90e8\u5206\u6982\u5ff5\u6df7\u6dc6，\u5206\u6790\u8fc7\u7a0b\u5b58\u5728\u5c11\u91cf\u7406\u8bba\u504f\u5dee；<\/li>\n
                          • \u4e0d\u5408\u683c：\u65e0\u6cd5\u8fd0\u7528\u7406\u8bba\u77e5\u8bc6，\u5206\u6790\u8fc7\u7a0b\u4e0e\u524d\u671f\u6240\u5b66\u7406\u8bba\u8131\u8282\u3002<\/li>\n<\/ul>\n

                            2. \u5b9e\u64cd\u80fd\u529b（25%）<\/h4>\n
                              \n
                            • \u4f18\u79c0：\u80fd\u6b63\u786e\u8bbe\u8ba1\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u7684\u5b9e\u64cd\u6b65\u9aa4，\u6d88\u878d\u5b9e\u9a8c\u3001\u601d\u7ef4\u94fe\u63d0\u793a\u7b49\u8bbe\u8ba1\u5177\u6709\u9488\u5bf9\u6027，\u5b9e\u9a8c\u7ed3\u679c\u53ef\u5206\u6790\u6027\u5f3a；<\/li>\n
                            • \u826f\u597d：\u80fd\u8bbe\u8ba1\u57fa\u672c\u7684\u5b9e\u64cd\u6b65\u9aa4，\u5b9e\u9a8c\u8bbe\u8ba1\u5177\u6709\u4e00\u5b9a\u9488\u5bf9\u6027，\u65e0\u660e\u663e\u903b\u8f91\u9519\u8bef；<\/li>\n
                            • \u5408\u683c：\u80fd\u5b8c\u6210\u57fa\u672c\u7684\u5b9e\u64cd\u6b65\u9aa4，\u5b9e\u9a8c\u8bbe\u8ba1\u5b58\u5728\u5c11\u91cf\u4e0d\u5408\u7406，\u4f46\u80fd\u5f97\u5230\u57fa\u672c\u7684\u5206\u6790\u7ed3\u679c；<\/li>\n
                            • \u4e0d\u5408\u683c：\u65e0\u6cd5\u8bbe\u8ba1\u5408\u7406\u7684\u5b9e\u64cd\u6b65\u9aa4，\u5b9e\u9a8c\u8bbe\u8ba1\u903b\u8f91\u6df7\u4e71，\u65e0\u6709\u6548\u5206\u6790\u7ed3\u679c\u3002<\/li>\n<\/ul>\n

                              3. \u903b\u8f91\u8868\u8fbe（25%）<\/h4>\n
                                \n
                              • \u4f18\u79c0：\u5206\u6790\u7ed3\u8bba\u3001\u51b3\u7b56\u903b\u8f91\u3001\u95ee\u9898\u6839\u6e90\u7684\u8868\u8fbe\u903b\u8f91\u6e05\u6670\u3001\u5c42\u6b21\u5206\u660e，\u8bba\u636e\u5145\u5206，\u8bed\u8a00\u7b80\u6d01\u51c6\u786e；<\/li>\n
                              • \u826f\u597d：\u8868\u8fbe\u903b\u8f91\u6e05\u6670，\u5c42\u6b21\u57fa\u672c\u5206\u660e，\u8bba\u636e\u8f83\u4e3a\u5145\u5206，\u8bed\u8a00\u65e0\u660e\u663e\u9519\u8bef；<\/li>\n
                              • \u5408\u683c：\u8868\u8fbe\u57fa\u672c\u901a\u987a，\u903b\u8f91\u5b58\u5728\u5c11\u91cf\u6df7\u4e71，\u8bba\u636e\u4e0d\u591f\u5145\u5206，\u4f46\u80fd\u8868\u8fbe\u6838\u5fc3\u89c2\u70b9；<\/li>\n
                              • \u4e0d\u5408\u683c：\u8868\u8fbe\u6df7\u4e71，\u903b\u8f91\u4e0d\u6e05，\u65e0\u6cd5\u51c6\u786e\u8868\u8fbe\u6838\u5fc3\u89c2\u70b9\u3002<\/li>\n<\/ul>\n

                                4. \u95ee\u9898\u63a2\u7a76（25%）<\/h4>\n
                                  \n
                                • \u4f18\u79c0：\u80fd\u51c6\u786e\u5b9a\u4f4d LLM \u9519\u8bef\u751f\u6210\u7684\u76f4\u63a5\u539f\u56e0\u548c\u5e95\u5c42\u539f\u56e0，\u4f18\u5316\u65b9\u6848\u5177\u4f53\u3001\u53ef\u64cd\u4f5c，\u8d34\u5408\u95ee\u9898\u6839\u6e90；<\/li>\n
                                • \u826f\u597d：\u80fd\u5b9a\u4f4d\u9519\u8bef\u751f\u6210\u7684\u76f4\u63a5\u539f\u56e0，\u5e95\u5c42\u539f\u56e0\u5206\u6790\u8f83\u4e3a\u5408\u7406，\u4f18\u5316\u65b9\u6848\u5177\u6709\u4e00\u5b9a\u7684\u9488\u5bf9\u6027；<\/li>\n
                                • \u5408\u683c：\u80fd\u57fa\u672c\u5b9a\u4f4d\u9519\u8bef\u751f\u6210\u7684\u76f4\u63a5\u539f\u56e0，\u5e95\u5c42\u539f\u56e0\u5206\u6790\u5b58\u5728\u5c11\u91cf\u504f\u5dee，\u4f18\u5316\u65b9\u6848\u8f83\u4e3a\u7b3c\u7edf，\u4f46\u5177\u6709\u4e00\u5b9a\u7684\u53c2\u8003\u4ef7\u503c；<\/li>\n
                                • \u4e0d\u5408\u683c：\u65e0\u6cd5\u5b9a\u4f4d\u9519\u8bef\u751f\u6210\u7684\u539f\u56e0，\u4f18\u5316\u65b9\u6848\u65e0\u9488\u5bf9\u6027，\u4e0e\u95ee\u9898\u8131\u8282\u3002<\/li>\n<\/ul>\n

                                  \u4e94\u3001\u4f5c\u4e1a\u62d3\u5c55\u4e0e\u5ef6\u4f38\u601d\u8003<\/h3>\n

                                  \u5b8c\u6210\u672c\u6b21\u57fa\u7840\u4f5c\u4e1a\u540e，\u5b66\u4e60\u8005\u53ef\u7ed3\u5408\u81ea\u8eab\u7684\u80fd\u529b\u6c34\u5e73，\u8fdb\u884c\u62d3\u5c55\u5b9e\u8df5\u548c\u5ef6\u4f38\u601d\u8003，\u8fdb\u4e00\u6b65\u6df1\u5316\u5bf9 \u201c\u7406\u89e3 AI \u5728\u601d\u8003\u4ec0\u4e48\u201d \u7684\u8ba4\u77e5，\u540c\u65f6\u63d0\u5347\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u5b9e\u8df5\u80fd\u529b，\u62d3\u5c55\u65b9\u5411\u5982\u4e0b：<\/p>\n

                                  1. \u5b9e\u64cd\u62d3\u5c55<\/h4>\n
                                • \u4ee3\u7801\u5b9e\u73b0\u5165\u95e8：\u5b66\u4e60\u4f7f\u7528 HuggingFace transformers\u5e93\u548cCaptum\u5e93，\u5b8c\u6210\u7b80\u5355\u7684\u6ce8\u610f\u529b\u53ef\u89c6\u5316\u4ee3\u7801\u5b9e\u73b0，\u5c06\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u6d41\u7a0b\u8f6c\u5316\u4e3a\u5b9e\u9645\u4ee3\u7801，\u63d0\u5347\u7f16\u7a0b\u5b9e\u8df5\u80fd\u529b；<\/li>\n
                                • \u591a\u6848\u4f8b\u5206\u6790：\u9009\u62e9\u4e0d\u540c\u7684 LLM \u751f\u6210\u6848\u4f8b（\u5982\u4ee3\u7801\u751f\u6210\u3001\u6587\u672c\u6458\u8981\u3001\u673a\u5668\u7ffb\u8bd1），\u8fd0\u7528\u672c\u6b21\u4f5c\u4e1a\u7684\u5206\u6790\u601d\u8def\u5b8c\u6210\u51b3\u7b56\u903b\u8f91\u5206\u6790，\u9a8c\u8bc1\u601d\u8def\u7684\u53ef\u590d\u5236\u6027；<\/li>\n
                                • \u591a\u6a21\u578b\u5bf9\u6bd4：\u9009\u62e9\u4e0d\u540c\u53c2\u6570\u91cf\u7684 LLM（\u5982\u8f7b\u91cf\u6a21\u578b Phi-2 \u548c\u5927\u53c2\u6570\u91cf\u6a21\u578b GPT-3.5），\u5bf9\u540c\u4e00\u95ee\u9898\u8fdb\u884c\u751f\u6210，\u5206\u6790\u4e0d\u540c\u6a21\u578b\u7684\u51b3\u7b56\u903b\u8f91\u5dee\u5f02，\u7406\u89e3\u53c2\u6570\u91cf\u5bf9 AI \u51b3\u7b56\u7684\u5f71\u54cd\u3002<\/li>\n

                                  2. \u5ef6\u4f38\u601d\u8003<\/h4>\n
                                • \u7ed3\u5408\u672c\u6b21\u4f5c\u4e1a\u7684\u5b9e\u8df5，\u601d\u8003 **\u201c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d，\u5982\u4f55\u5e73\u8861 LLM \u7684\u53ef\u89e3\u91ca\u6027\u548c\u751f\u6210\u6548\u7387\u201d**；<\/li>\n
                                • \u601d\u8003 **\u201c\u5bf9\u4e8e\u9ad8\u4e2d\u7f16\u7a0b\u6559\u5b66\u573a\u666f\u7684 LLM \u667a\u80fd\u52a9\u6559，\u54ea\u4e9b\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u6700\u5177\u5b9e\u7528\u4ef7\u503c\u201d**，\u5e76\u8bbe\u8ba1\u9488\u5bf9\u6027\u7684\u5e94\u7528\u65b9\u6848；<\/li>\n
                                • \u7ed3\u5408 LLM \u7684\u5e7b\u89c9\u751f\u6210\u95ee\u9898，\u601d\u8003 **\u201c\u5982\u4f55\u901a\u8fc7\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5，\u6784\u5efa\u66f4\u53ef\u9760\u7684 AI \u6559\u5b66\u5de5\u5177\u201d**\u3002<\/li>\n

                                  \u516d\u3001\u4f5c\u4e1a\u6838\u5fc3\u610f\u4e49<\/h3>\n

                                  \u672c\u6b21\u4f5c\u4e1a\u5e76\u975e\u7b80\u5355\u7684\u77e5\u8bc6\u8003\u6838，\u800c\u662f\u4e00\u6b21\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u843d\u5730\u5b9e\u8df5\u8bad\u7ec3，\u5176\u6838\u5fc3\u610f\u4e49\u4f53\u73b0\u5728\u4e09\u4e2a\u65b9\u9762：<\/p>\n

                                • \u5de9\u56fa\u524d\u671f\u77e5\u8bc6：\u901a\u8fc7\u5b9e\u8df5，\u8ba9\u5b66\u4e60\u8005\u5bf9 LLM \u53ef\u89e3\u91ca\u6027\u3001Transformer \u67b6\u6784\u3001LLM \u81ea\u89e3\u91ca\u7b49\u6838\u5fc3\u77e5\u8bc6\u7684\u7406\u89e3\u66f4\u6df1\u5165\u3001\u66f4\u624e\u5b9e；<\/li>\n
                                • \u57f9\u517b\u5b9e\u64cd\u80fd\u529b：\u8ba9\u5b66\u4e60\u8005\u638c\u63e1\u5206\u6790 AI \u51b3\u7b56\u7684\u57fa\u672c\u65b9\u6cd5，\u5f62\u6210\u4e00\u5957\u53ef\u590d\u5236\u7684\u5206\u6790\u601d\u8def，\u4e3a\u540e\u7eed\u5927\u6a21\u578b\u7684\u6df1\u5ea6\u5e94\u7528\u6253\u4e0b\u5b9e\u8df5\u57fa\u7840；<\/li>\n
                                • \u5efa\u7acb\u7406\u6027\u601d\u7ef4：\u8ba9\u5b66\u4e60\u8005\u5728\u5b9e\u8df5\u4e2d\u6df1\u523b\u7406\u89e3 AI \u51b3\u7b56\u7684\u672c\u8d28，\u5efa\u7acb \u201c\u7406\u6027\u770b\u5f85 AI \u8f93\u51fa\u3001\u79d1\u5b66\u9a8c\u8bc1 AI \u7ed3\u679c\u201d \u7684\u6838\u5fc3\u601d\u7ef4，\u8fd9\u4e5f\u662f\u5927\u6a21\u578b\u65f6\u4ee3\u6bcf\u4e2a\u4eba\u90fd\u5e94\u5177\u5907\u7684\u57fa\u672c\u7d20\u517b\u3002<\/li>\n

                                  \u7406\u89e3 \u201cAI \u5728\u601d\u8003\u4ec0\u4e48\u201d，\u4e0d\u4ec5\u662f\u5927\u6a21\u578b\u7814\u7a76\u8005\u7684\u6838\u5fc3\u8bfe\u9898，\u4e5f\u662f\u6bcf\u4e00\u4e2a AI \u4f7f\u7528\u8005\u3001\u5e94\u7528\u8005\u7684\u5fc5\u5907\u80fd\u529b\u3002\u672c\u6b21\u4f5c\u4e1a\u7684\u5b9e\u8df5\u8fc7\u7a0b，\u5c31\u662f\u5b66\u4e60\u8005\u8fc8\u51fa \u201c\u7406\u89e3 AI\u3001\u9a7e\u9a6d AI\u201d \u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

                                  Understanding what AI is thinking\u2014\u2014 \u63a2\u7d22 AI \u51b3\u7b56\u7684\u7406\u89e3\u4e0e\u9a8c\u8bc1\u5b9e\u8df5\u672c\u6b21\u4f5c\u4e1a\u56f4\u7ed5 **\u201c\u7406\u89e3 AI \u5728\u601d\u8003\u4ec0\u4e48\u201d\u5c55\u5f00，\u805a\u7126\u5927\u8bed\u8a00\u6a21\u578b\u7b49 AI \u7cfb\u7edf\u7684\u53ef\u89e3\u91ca\u6027\u843d\u5730\u5b9e\u8df5，\u5c06\u6b64\u524d\u6240\u5b66\u7684 LLM \u53ef\u89e3\u91ca\u6027\u7406\u8bba\u3001Transformer \u67b6\u6784\u903b\u8f91\u3001LLM \u81ea\u89e3\u91ca\u65b9\u6cd5\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u7684\u5206\u6790\u4efb\u52a1，\u6838\u5fc3\u76ee\u6807\u662f\u8ba9\u5b66\u4e60\u8005\u901a\u8fc7\u5b9e\u9645\u64cd\u4f5c，\u638c\u63e1\u5206\u6790 AI \u51b3\u7b56\u903b\u8f91\u3001\u9a8c\u8bc1 AI \u8f93\u51fa\u5408\u7406\u6027\u3001\u5b9a\u4f4d AI \u751f\u6210\u95ee\u9898 ** <\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[66,75,50,132],"topic":[],"class_list":["post-75881","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-llm","tag-50","tag-132"],"yoast_head":"\n\u30102026\u3011 LLM \u5927\u6a21\u578b\u7cfb\u7edf\u5b66\u4e60\u6307\u5357 (64) - 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