{"id":25053,"date":"2025-03-17T09:45:09","date_gmt":"2025-03-17T01:45:09","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25053"},"modified":"2025-03-17T09:45:09","modified_gmt":"2025-03-17T01:45:09","slug":"27%e4%b8%aa%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%b7%b7%e6%88%98%e7%94%b5%e5%95%86%e9%a2%86%e5%9f%9f%ef%bc%8cdeepseek-r1v3%e4%bb%8d%e6%98%af%e6%9c%80%e5%bc%ba%e4%b8%a8%e9%a6%96%e4%b8%aa%e4%b8%ad%e6%96%87","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/17\/25053\/","title":{"rendered":"27\u4e2a\u5927\u6a21\u578b\u6df7\u6218\u7535\u5546\u9886\u57df\uff0cDeepSeek-R1&V3\u4ecd\u662f\u6700\u5f3a\u4e28\u9996\u4e2a\u4e2d\u6587\u7535\u5546\u95ee\u7b54\u57fa\u51c6\u8bc4\u4f30\u7ed3\u679c"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
\u968f\u7740\u5927\u6a21\u578b\u5728\u7535\u5546\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u5982\u4f55\u7cbe\u51c6\u8bc4\u4f30\u5176\u5bf9\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7684\u638c\u63e1\u6210\u4e3a\u5173\u952e\u6311\u6218\u3002<\/div>\n
\n
\n

\u5168\u9762\u8bc4\u4f30\u5927\u6a21\u578b\u7535\u5546\u9886\u57df\u80fd\u529b\uff0c\u9996\u4e2a\u805a\u7126\u7535\u5546\u57fa\u7840\u6982\u5ff5\u7684\u53ef\u6269\u5c55\u95ee\u7b54\u57fa\u51c6\u6765\u4e86\uff01<\/p>\n

ChineseEcomQA<\/strong>\uff0c\u6765\u81ea\u6dd8\u5929\u96c6\u56e2\u3002<\/p>\n

\u6b64\u524d\uff0c\u5927\u6a21\u578b\u5e38\u56e0\u751f\u6210\u4e8b\u5b9e\u6027\u9519\u8bef\u4fe1\u606f\u800c\u53d7\u9650\uff0c\u800c\u4f20\u7edf\u57fa\u51c6\u53c8\u96be\u4ee5\u517c\u987e\u7535\u5546\u4efb\u52a1\u7684\u591a\u6837\u6027\u4e0e\u9886\u57df\u7279\u6b8a\u6027\u3002<\/p>\n

\u4f46\u968f\u7740\u5927\u6a21\u578b\u5728\u7535\u5546\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u5982\u4f55\u7cbe\u51c6\u8bc4\u4f30\u5176\u5bf9\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7684\u638c\u63e1\u6210\u4e3a\u5173\u952e\u6311\u6218\u3002<\/p>\n

\u4e3a\u6b64\uff0cChineseEcomQA\u9488\u5bf9\u6027\u8fdb\u884c\u4e863\u5927\u6838\u5fc3\u8bbe\u8ba1\uff1a<\/p>\n

    \n
  1. \u57fa\u7840\u6982\u5ff5\u8986\u76d6<\/strong>\uff1a\u8986\u76d620\u5927\u884c\u4e1a\uff0c\u805a\u712610\u7c7b\u6838\u5fc3\u7535\u5546\u6982\u5ff5\uff08\u5982\u884c\u4e1a\u5206\u7c7b\u3001\u54c1\u724c\u5c5e\u6027\u3001\u7528\u6237\u610f\u56fe\u7b49\uff09\uff0c\u5305\u542b1800\u7ec4\u9ad8\u8d28\u91cf\u95ee\u7b54\uff0c\u9002\u914d\u591a\u6837\u7535\u5546\u4efb\u52a1\uff1b<\/li>\n
  2. \u6df7\u5408\u6570\u636e\u6784\u5efa<\/strong>\uff1a\u878d\u5408LLM\u751f\u6210\u3001\u68c0\u7d22\u589e\u5f3a\uff08RAG\uff09\u4e0e\u4eba\u5de5\u6807\u6ce8\uff0c\u786e\u4fdd\u6570\u636e\u8d28\u91cf\u4e0e\u9886\u57df\u4e13\u4e1a\u6027\uff1b<\/li>\n
  3. \u5e73\u8861\u8bc4\u4f30\u7ef4\u5ea6<\/strong>\uff1a\u517c\u987e\u884c\u4e1a\u901a\u7528\u6027\u4e0e\u4e13\u4e1a\u6027\uff0c\u652f\u6301\u7cbe\u51c6\u9886\u57df\u80fd\u529b\u9a8c\u8bc1\u3002<\/li>\n<\/ol>\n

    \"\u56fe\u7247\"<\/p>\n

    ChineseEcomQA\u6784\u5efa\u6d41\u7a0b<\/h2>\n

    \u4ece\u7535\u5b50\u5546\u52a1\u57fa\u672c\u5143\u7d20\uff08\u7528\u6237\u884c\u4e3a\u3001\u5546\u54c1\u4fe1\u606f\u7b49\uff09\u51fa\u53d1\uff0c\u56e2\u961f\u603b\u7ed3\u51fa\u7535\u5b50\u5546\u52a1\u6982\u5ff5\u7684\u4e3b\u8981\u7c7b\u578b\u3002<\/p>\n

    \u6700\u7ec8\u5b9a\u4e49\u4e86\u4ece\u57fa\u7840\u6982\u5ff5\u5230\u9ad8\u7ea7\u6982\u5ff5\u768410\u4e2a\u5b50\u6982\u5ff5<\/strong>\uff08\u5177\u4f53\u8be6\u89c1\u8bba\u6587\uff09\uff1a<\/p>\n

    \u884c\u4e1a\u5206\u7c7b\u3001\u884c\u4e1a\u6982\u5ff5\u3001\u7c7b\u522b\u6982\u5ff5\u3001\u54c1\u724c\u6982\u5ff5\u3001\u5c5e\u6027\u6982\u5ff5\u3001\u53e3\u8bed\u6982\u5ff5\u3001\u610f\u56fe\u6982\u5ff5\u3001\u8bc4\u8bba\u6982\u5ff5\u3001\u76f8\u5173\u6027\u6982\u5ff5\u3001\u4e2a\u6027\u5316\u6982\u5ff5\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u7136\u540e\uff0c\u7814\u7a76\u4eba\u5458\u91c7\u7528\u6df7\u5408\u7684\u6570\u636e\u96c6\u6784\u5efa\u8fc7\u7a0b\uff0c\u7ed3\u5408LLM\u9a8c\u8bc1\u3001RAG\u9a8c\u8bc1\u548c\u4e25\u683c\u7684\u4eba\u5de5\u6807\u6ce8\uff0c\u786e\u4fdd\u57fa\u51c6\u7b26\u5408\u4e09\u4e2a\u6838\u5fc3\u7279\u6027\uff1a<\/p>\n

      \n
    • \u4e13\u6ce8\u57fa\u7840\u6982\u5ff5<\/strong><\/li>\n
    • \u7535\u5546\u77e5\u8bc6\u901a\u7528\u6027<\/strong><\/li>\n
    • \u7535\u5546\u77e5\u8bc6\u4e13\u4e1a\u6027<\/strong><\/li>\n<\/ul>\n

      \u5177\u4f53\u6765\u8bf4\uff0c\u6784\u5efaChineseEcomQA\u4e3b\u8981\u5206\u4e3a\u81ea\u52a8\u5316\u95ee\u7b54\u5bf9\u751f\u6210\u548c\u8d28\u91cf\u9a8c\u8bc1\u4e24\u4e2a\u9636\u6bb5\u3002<\/p>\n

      \u7b2c\u4e00\u9636\u6bb5\uff0c\u95ee\u7b54\u5bf9\u751f\u6210\u3002<\/strong><\/p>\n

      \u7814\u7a76\u8005\u6536\u96c6\u4e86\u5927\u91cf\u77e5\u8bc6\u4e30\u5bcc\u4e14\u6db5\u76d6\u5404\u79cd\u76f8\u5173\u6982\u5ff5\u7684\u7535\u5b50\u5546\u52a1\u8bed\u6599\u5e93\u3002<\/p>\n

      \u7136\u540e\uff0c\u63d0\u793a\u5927\u6a21\u578b\uff08GPT-4o\uff09\u6839\u636e\u7ed9\u5b9a\u7684\u5185\u5bb9\u5fe0\u5b9e\u5730\u751f\u6210\u95ee\u7b54\u5bf9\uff1b\u5bf9\u4e8e\u6bd4\u8f83\u5f00\u653e\u7684\u95ee\u9898\uff0c\u8981\u6c42\u5927\u6a21\u578b\u540c\u65f6\u63d0\u4f9b\u975e\u5e38\u6df7\u4e71\u548c\u56f0\u96be\u7684\u5019\u9009\u7b54\u6848\u3002<\/p>\n

      \u4ece\u800c\u81ea\u52a8\u5316\u5730\u6784\u5efa\u51fa\u5927\u91cf\u95ee\u7b54\u5bf9\u4f5c\u4e3a\u521d\u59cb\u8bc4\u6d4b\u96c6\u3002<\/p>\n

      \"\u56fe\u7247\"<\/p>\n

      \u7b2c\u4e8c\u9636\u6bb5\uff0c\u8d28\u91cf\u9a8c\u8bc1\u3002<\/strong><\/p>\n

      \u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u591a\u8f6e\u81ea\u52a8\u5316\u6d41\u7a0b\u5bf9\u751f\u6210\u7684\u95ee\u7b54\u5bf9\u8fdb\u884c\u9a8c\u8bc1\uff0c\u91cd\u65b0\u751f\u6210\u6216\u8fc7\u6ee4\u4e0d\u7b26\u5408\u6807\u51c6\u7684\u95ee\u9898\u3002<\/p>\n

      \u5177\u4f53\u5305\u62ec\u5927\u6a21\u578b\u9a8c\u8bc1\u3001\u7535\u5b50\u5546\u52a1\u901a\u7528\u77e5\u8bc6\u9a8c\u8bc1\u3001\u7535\u5b50\u5546\u52a1\u4e13\u4e1a\u77e5\u8bc6\u9a8c\u8bc1\u3001\u7535\u5b50\u5546\u52a1\u4e8b\u5b9e\u6027\u9a8c\u8bc1\u3001\u96be\u5ea6\u7b5b\u9009\u3001\u4eba\u5de5\u9a8c\u8bc1\u3002<\/p>\n

      \u7ecf\u8fc7\u591a\u91cd\u4e25\u683c\u7b5b\u9009\uff0c\u6700\u7ec8\u5f97\u5230\u5747\u5300\u8986\u76d610\u5927\u7c7b\u7535\u5546\u5b50\u6982\u5ff5\u76841800\u6761\u9ad8\u8d28\u91cf\u95ee\u7b54\u5bf9\u4f5c\u4e3a\u7ec8\u7248\u6570\u636e\u96c6\u3002<\/p>\n

      \"\u56fe\u7247\"<\/p>\n

      DeepSeek-R1\u548cV3\u8868\u73b0\u6700\u4f73<\/h2>\n

      \u8bc4\u4f30\u4e8611\u4e2a\u95ed\u6e90\u6a21\u578b\u548c16\u4e2a\u5f00\u6e90\u6a21\u578b\uff0c\u5f97\u51fa\u5982\u4e0b\u6392\u540d\u699c\uff1a<\/p>\n

      \"\u56fe\u7247\"<\/p>\n

      \uff08\u6ce8\uff1a\u5bf9\u4e8e\u5b50\u6982\u5ff5\uff0cIC\u3001IDC\u3001CC\u3001BC\u3001AC\u3001SC\u3001ITC\u3001RVC\u3001RLC \u548c PC \u5206\u522b\u4ee3\u8868\u201c\u884c\u4e1a\u5206\u7c7b\u201d\u201c\u884c\u4e1a\u6982\u5ff5\u201d\u201c\u7c7b\u522b\u6982\u5ff5\u201d\u201c\u54c1\u724c\u6982\u5ff5\u201d\u201c\u5c5e\u6027\u6982\u5ff5\u201d\u201c\u53e3\u8bed\u6982\u5ff5\u201d\u201c\u610f\u56fe\u6982\u5ff5\u201d\u201c\u8bc4\u8bba\u6982\u5ff5\u201d\u201c\u76f8\u5173\u6027\u6982\u5ff5\u201d\u548c\u201c\u4e2a\u6027\u5316\u6982\u5ff5\u201d\uff09<\/p>\n

      \u603b\u7684\u6765\u770b\uff0cDeepSeek-R1\u548cDeepSeek-V3\u662f\u8868\u73b0\u6700\u597d\u7684\u6a21\u578b<\/strong>\uff0c\u5c55\u793a\u4e86\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\uff08\u63a8\u7406\u6a21\u578b\uff09\u5728\u7535\u5b50\u5546\u52a1\u9886\u57df\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n

      \u6b64\u5916\uff0c\u7814\u7a76\u56e2\u961f\u5bf9\u4e3b\u6d41\u6a21\u578b\u8868\u73b0\u5206\u6790\u5e76\u5f97\u51fa\u4e86\u4ee5\u4e0b\u53d1\u73b0\uff1a<\/p>\n

        \n
      • \u66f4\u5927\u7684\u6a21\u578b\u5728\u9ad8\u7ea7\u7535\u5546\u6982\u5ff5\u4e0a\u8868\u73b0\u66f4\u597d\uff0c\u9075\u5faaScaling Law\uff0c\u4f46\u5c0f\u6a21\u578b\u5728\u7279\u5b9a\u7535\u5546\u4efb\u52a1\u4e0a\u4ecd\u9762\u4e34\u663e\u8457\u6311\u6218\u3002<\/li>\n
      • \u4e2d\u6587\u793e\u533a\u6a21\u578b\uff08\u5982Qwen\u7cfb\u5217\u3001GLM-4\uff09\u5728\u7535\u5546\u573a\u666f\u9002\u5e94\u6027\u4e0a\u8868\u73b0\u7a81\u51fa\uff0c\u5c24\u5176\u662f\u5728\u9ad8\u7ea7\u7535\u5b50\u5546\u52a1\u6982\u5ff5\u4e0a\u3002\u867d\u7136O1-preview\u5728\u57fa\u672c\u6982\u5ff5\u4e0a\u8868\u73b0\u66f4\u597d\uff0c\u4f46\u5728\u66f4\u9ad8\u7ea7\u7684\u6982\u5ff5\u4e0a\u9762\u4e34\u56f0\u96be\u3002<\/li>\n
      • \u67d0\u4e9b\u7c7b\u578b\u7684\u7535\u5b50\u5546\u52a1\u6982\u5ff5\uff08\u5982\u76f8\u5173\u6027\u6982\u5ff5\uff09\u4ecd\u7136\u5bf9 LLM \u6784\u6210\u91cd\u5927\u6311\u6218\u3002\u5927\u53c2\u6570\u91cf\u6a21\u578b\u7531\u4e8e\u5176\u5f3a\u5927\u7684\u901a\u7528\u80fd\u529b\uff0c\u53ef\u4ee5\u6cdb\u5316\u5230\u7535\u5546\u4efb\u52a1\u4e0a\uff0c\u800c\u5c0f\u53c2\u6570\u91cf\u6a21\u578b\u5219\u66f4\u6709\u56f0\u96be\u3002\u8fd9\u4e9b\u7279\u70b9\u4f53\u73b0\u4e86\u4e13\u95e8\u5f00\u53d1\u7535\u5546\u9886\u57df\u6a21\u578b\u7684\u5fc5\u8981\u6027\u3002<\/li>\n
      • Deepseek-R1-Distill-Qwen\u7cfb\u5217\u7684\u8868\u73b0\u4e0d\u5982\u539f\u59cb\u7684Qwen\u7cfb\u5217\uff0c\u4e3b\u8981\u539f\u56e0\u662f\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5f15\u5165\u77e5\u8bc6\u70b9\u9519\u8bef\uff0c\u8fdb\u800c\u5bfc\u81f4\u6700\u7ec8\u7ed3\u8bba\u51fa\u9519\u3002<\/li>\n
      • \u5f00\u6e90\u6a21\u578b\u548c\u95ed\u6e90\u6a21\u578b\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u5f88\u5c0f\u3002\u4ee5Deepseek\u4e3a\u4ee3\u8868\u7684\u5f00\u6e90\u6a21\u578b\u4f7f\u4e8c\u8005\u8fbe\u5230\u4e86\u76f8\u4f3c\u7684\u6c34\u5e73\u3002<\/li>\n
      • \u901a\u8fc7\u5f15\u5165RAG\u7b56\u7565\uff0c\u6a21\u578b\u7684\u6027\u80fd\u663e\u8457\u63d0\u5347\uff0c\u7f29\u5c0f\u4e86\u4e0d\u540c\u6a21\u578b\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u3002<\/li>\n
      • LLM\u7684\u81ea\u6211\u8bc4\u4f30\u80fd\u529b\uff08\u6821\u51c6\uff09\u5728\u4e0d\u540c\u6a21\u578b\u4e2d\u5b58\u5728\u5dee\u5f02\uff0c\u66f4\u5927\u7684\u6a21\u578b\u901a\u5e38\u8868\u73b0\u51fa\u66f4\u597d\u7684\u6821\u51c6\u80fd\u529b\u3002<\/li>\n
      • Reasoning LLM\u9700\u8b66\u60d5\u201c\u601d\u7ef4\u94fe\u4e2d\u7684\u4e8b\u5b9e\u6027\u9519\u8bef\u7d2f\u79ef\u201d\uff0c\u5c24\u5176\u662f\u84b8\u998f\u6a21\u578b\u3002<\/li>\n<\/ul>\n

        \u540c\u65f6\uff0c\u56e2\u961f\u8fd8\u5728ChineseEcomQA\u4e0a\u63a2\u7d22\u4e86\u6a21\u578b\u6821\u51c6\u3001RAG\u3001\u63a8\u7406\u6a21\u578b\u601d\u7ef4\u8fc7\u7a0b\u7b49\u70ed\u95e8\u7814\u7a76\u8bfe\u9898\uff08\u5177\u4f53\u8be6\u89c1\u8bba\u6587\uff09\u3002<\/p>\n

        \u6a21\u578b\u5f80\u5f80\u5bf9\u56de\u7b54\u201c\u8fc7\u4e8e\u81ea\u4fe1\u201d<\/h4>\n

        \u4e00\u4e2a\u5b8c\u7f8e\u6821\u51c6\u7684\u6a21\u578b\u5e94\u8be5\u8868\u73b0\u51fa\u4e0e\u5176\u9884\u6d4b\u51c6\u786e\u5ea6\u4e00\u81f4\u7684\u7f6e\u4fe1\u5ea6\u3002<\/p>\n

        ChineseEcomQA\u56e2\u961f\u901a\u8fc7\u63d0\u793a\u6a21\u578b\u5728\u56de\u7b54\u95ee\u9898\u7684\u540c\u65f6\u7ed9\u51fa\u5176\u5bf9\u56de\u7b54\u5185\u5bb9\u7684\u7f6e\u4fe1\u5ea6\uff08\u8303\u56f40\u5230100\uff09\uff0c\u63a2\u7d22\u6a21\u578b\u7684\u4e8b\u5b9e\u51c6\u786e\u6027\u4e0e\u7f6e\u4fe1\u5ea6\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n

        \u7ed3\u679c\u663e\u793a\uff0co1-preview\u8868\u73b0\u51fa\u6700\u4f73\u5bf9\u9f50\u6027\u80fd\uff0c\u5176\u6b21\u662fo1-mini\u3002<\/strong><\/p>\n

        \u7136\u800c\uff0c\u5927\u591a\u6570\u6a21\u578b\u59cb\u7ec8\u4f4e\u4e8e\u5b8c\u7f8e\u5bf9\u9f50\u7ebf\uff0c\u8868\u660e\u6a21\u578b\u666e\u904d\u5b58\u5728\u8fc7\u5ea6\u81ea\u4fe1\u7684\u8d8b\u52bf\u3002<\/p>\n

        \u8fd9\u51f8\u663e\u4e86\u6539\u8fdb\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6821\u51c6\u4ee5\u51cf\u8f7b\u8fc7\u5ea6\u81ea\u4fe1\u4ea7\u751f\u9519\u8bef\u54cd\u5e94\u7684\u5de8\u5927\u7a7a\u95f4\u3002<\/p>\n

        \"\u56fe\u7247\"<\/p>\n

        RAG\u4ecd\u662f\u5feb\u901f\u63d0\u5347\u6a21\u578b\u80fd\u529b\u7684\u6377\u5f84<\/h4>\n

        \u7814\u7a76\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u63a2\u8ba8\u4e86RAG\u7b56\u7565\u5728ChineseEcomQA\u6570\u636e\u96c6\u4e0a\u589e\u5f3aLLM\u9886\u57df\u77e5\u8bc6\u7684\u6709\u6548\u6027\u3002<\/p>\n

        \u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u8005\u5728\u7c7b\u522b\u6982\u5ff5\u548c\u54c1\u724c\u6982\u5ff5\u4e0a\u7684\u8bbe\u7f6e\u91cd\u73b0\u4e86\u4e00\u4e2aRAG\u7cfb\u7edf\u3002<\/p>\n

        \u7ed3\u679c\u663e\u793a\uff0c\u6240\u6709\u6a21\u578b\u90fd\u901a\u8fc7RAG\u90fd\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\u3002\u7814\u7a76\u4eba\u5458\u603b\u7ed3\u51fa\u4e09\u4e2a\u8be6\u7ec6\u7684\u7ed3\u8bba\u3002<\/p>\n

        \u7b2c\u4e00\uff0c\u5bf9\u4e8e\u5c0f\u578bLLM\uff0c\u5f15\u5165RAG\u4fe1\u606f\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u8bc4\u4f30\u6307\u6807\u7684\u7edd\u5bf9\u503c\u3002<\/strong><\/p>\n

        \u4f8b\u5982\uff0cQwen2.5-14B\u5b9e\u73b0\u4e8627.9%\u7684\u6539\u8fdb\u3002<\/p>\n

        \u7b2c\u4e8c\uff0c\u5bf9\u4e8e\u5927\u578bLLM\uff0cRAG\u4e5f\u53ef\u4ee5\u5b9e\u73b0\u663e\u8457\u7684\u76f8\u5bf9\u6539\u8fdb\u3002<\/strong><\/p>\n

        \u4f8b\u5982\uff0cDeepSeek-V3\u7684\u5e73\u5747\u76f8\u5bf9\u6539\u8fdb\u8fbe\u5230\u4e8610.44%\uff08\u51c6\u786e\u7387\u4ece77.4\u63d0\u9ad8\u523085.5\uff09\u3002<\/p>\n

        \u7b2c\u4e09\uff0c\u5728RAG\u8bbe\u7f6e\u4e0b\uff0c\u6a21\u578b\u4e4b\u95f4\u7684\u6027\u80fd\u4ecd\u7136\u9075\u5faa\u7f29\u653e\u89c4\u5f8b\uff0c\u4f46\u5dee\u8ddd\u8fc5\u901f\u7f29\u5c0f\u3002<\/strong><\/p>\n

        \u4f8b\u5982\uff0cDeepseek-V3\u548cQwen2.5-72B\u4e4b\u95f4\u7684\u51c6\u786e\u7387\u5dee\u5f02\u4ece12.1%\u7f29\u5c0f\u5230 4%\u3002<\/p>\n

        \u603b\u4e4b\uff0cRAG\u4ecd\u662f\u589e\u5f3aLLM\u7535\u5b50\u5546\u52a1\u77e5\u8bc6\u7684\u6709\u6548\u65b9\u6cd5\u3002<\/p>\n

        \"\u56fe\u7247\"<\/p>\n

        \u8b66\u60d5\u201c\u601d\u7ef4\u94fe\u4e2d\u7684\u4e8b\u5b9e\u6027\u9519\u8bef\u7d2f\u79ef\u201d<\/h4>\n

        \u5728\u4e3b\u8981\u7ed3\u679c\u4e2d\uff0cDeepseek-R1\u53d6\u5f97\u4e86\u6700\u4f73\u7ed3\u679c\uff0c\u5145\u5206\u5c55\u793a\u4e86Reasoning LLM\u5728\u5f00\u653e\u9886\u57df\u4e2d\u7684\u6f5c\u529b\u3002<\/p>\n

        \u7136\u800c\uff0c\u5728\u4eceDeepseek-R1\u84b8\u998f\u51fa\u7684Qwen\u7cfb\u5217\u6a21\u578b\u4e0a\uff0c\u51c6\u786e\u7387\u660e\u663e\u4f4e\u4e8e\u9884\u671f\u3002<\/p>\n

        \u7531\u4e8e\u5f00\u6e90Reasoning LLM\u63ed\u793a\u4e86\u5b83\u4eec\u7684\u601d\u7ef4\u8fc7\u7a0b\uff0c\u7814\u7a76\u8005\u8fdb\u4e00\u6b65\u8c03\u67e5\u5176\u9519\u8bef\u7684\u539f\u56e0\uff0c\u5e76\u5c06\u63a8\u7406\u6a21\u578b\u7684\u601d\u7ef4\u8fc7\u7a0b\u5206\u4e3a\u4ee5\u4e0b\u56db\u79cd\u7c7b\u578b\uff1a<\/p>\n

          \n
        • Type A<\/strong>\uff1aReasoning LLM\u901a\u8fc7\u81ea\u6211\u53cd\u601d\u53cd\u590d\u786e\u8ba4\u6b63\u786e\u7b54\u6848\u3002<\/li>\n
        • Type B<\/strong>\uff1aReasoning LLM\u6700\u521d\u72af\u4e86\u9519\u8bef\uff0c\u4f46\u901a\u8fc7\u81ea\u6211\u53cd\u601d\u7ea0\u6b63\u4e86\u9519\u8bef\u3002<\/li>\n
        • Type C<\/strong>\uff1aReasoning LLM\u901a\u8fc7\u81ea\u6211\u53cd\u601d\u5f15\u5165\u77e5\u8bc6\u9519\u8bef\uff0c\u5bfc\u81f4\u539f\u672c\u53ef\u80fd\u6b63\u786e\u7684\u7b54\u6848\u88ab\u4fee\u6539\u4e3a\u4e0d\u6b63\u786e\u7684\u7b54\u6848\u3002<\/li>\n
        • Type D<\/strong>\uff1aReasoning LLM\u53cd\u590d\u81ea\u6211\u53cd\u601d\u3002\u867d\u7136\u6700\u7ec8\u5f97\u51fa\u4e86\u7b54\u6848\uff0c\u4f46\u5e76\u6ca1\u6709\u901a\u8fc7\u53cd\u601d\u83b7\u5f97\u9ad8\u5ea6\u786e\u5b9a\u548c\u81ea\u4fe1\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n

          \"\u56fe\u7247\"<\/p>\n

          \u603b\u4f53\u800c\u8a00\uff0cType A\u548cType B\u662f\u901a\u8fc7\u6269\u5927test-time\u8ba1\u7b97\u91cf\u83b7\u5f97\u7684\u63a8\u7406\u80fd\u529b\uff1bType C\u548cType D\u662f\u80a4\u6d45\u7684\u81ea\u6211\u53cd\u601d\uff0c\u5bfc\u81f4\u6700\u7ec8\u7b54\u6848\u4e0d\u6b63\u786e\u3002<\/p>\n

          \u7531\u4e8eDeepseek-R1\u5f3a\u5927\u7684buase\u6a21\u578b\u80fd\u529b\u8868\u73b0\u51fa\u66f4\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n

          \u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5728\u67d0\u4e9b\u7279\u5b9a\u9886\u57df\u84b8\u998f\u7684DeepSeek-R1-Distill-Qwen\u7cfb\u5217\u4f3c\u4e4e\u5728\u80a4\u6d45\u7684\u81ea\u6211\u53cd\u601d\u65b9\u9762\u9047\u5230\u4e86\u56f0\u96be\u3002\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u4e2d\u4e8b\u5b9e\u9519\u8bef\u7684\u79ef\u7d2f\u589e\u52a0\u4e86\u6574\u4f53\u9519\u8bef\u7387\u3002<\/p>\n

          \u5bf9\u4e8e\u8f83\u5c0f\u7684\u63a8\u7406LLM\uff0c\u5f00\u653e\u9886\u57df\u7684\u63a8\u7406\u80fd\u529b\u4e0d\u80fd\u76f4\u63a5\u901a\u8fc7\u6570\u7406\u903b\u8f91\u80fd\u529b\u6765\u6cdb\u5316\uff0c\u9700\u8981\u627e\u5230\u66f4\u597d\u7684\u65b9\u6cd5\u6765\u63d0\u9ad8\u5b83\u4eec\u7684\u6027\u80fd\u3002<\/p>\n

          One More Thing<\/h2>\n

          \u8be5\u8bba\u6587\u6838\u5fc3\u4f5c\u8005\u5305\u62ec\u9648\u6d77\u658c\uff0c\u5415\u5eb7\u6ed4\uff0c\u8881\u6108\u9526\uff0c\u82cf\u6587\u535a\uff0c\u7814\u7a76\u56e2\u961f\u6765\u81ea\u6dd8\u5929\u96c6\u56e2\u7b97\u6cd5\u6280\u672f – \u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u3002<\/strong><\/p>\n

          \u8be5\u5b9e\u9a8c\u5ba4\u805a\u7126\u5927\u6a21\u578b\u3001\u591a\u6a21\u6001\u7b49AI\u6280\u672f\u65b9\u5411\uff0c\u81f4\u529b\u4e8e\u6253\u9020\u5927\u6a21\u578b\u76f8\u5173\u57fa\u7840\u7b97\u6cd5\u3001\u6a21\u578b\u80fd\u529b\u548c\u5404\u7c7bAI Native\u5e94\u7528\uff0c\u5f15\u9886 AI \u5728\u751f\u6d3b\u6d88\u8d39\u9886\u57df\u7684\u6280\u672f\u521b\u65b0\u3002<\/p>\n

          \u6dd8\u5929\u96c6\u56e2\u7b97\u6cd5\u6280\u672f – \u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u56e2\u961f\u5c06\u6301\u7eed\u66f4\u65b0\u548c\u7ef4\u62a4\u6570\u636e\u96c6\u53ca\u8bc4\u6d4b\u699c\u5355\uff0c\u6b22\u8fce\u5e7f\u5927\u7814\u7a76\u8005\u4f7f\u7528\u6211\u4eec\u7684\u8bc4\u6d4b\u96c6\u8fdb\u884c\u5b9e\u9a8c\u548c\u7814\u7a76\uff5e<\/p>\n

          \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.20196
          \n\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/openstellarteam.github.io\/ChineseEcomQA\/
          \n\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/OpenStellarTeam\/ChineseEcomQA
          \n\u6570\u636e\u96c6\u4e0b\u8f7d\uff1ahttps:\/\/huggingface.co\/datasets\/OpenStellarTeam\/Chinese-EcomQA<\/p>\n

          \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n

           <\/p>\n<\/div>\n<\/div>\n

          <\/div>\n

          <\/g><\/svg><\/i> \"Loading\"<\/p>\n

          <\/div>\n","protected":false},"excerpt":{"rendered":"

          \u968f\u7740\u5927\u6a21\u578b\u5728\u7535\u5546\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u5982\u4f55\u7cbe\u51c6\u8bc4\u4f30\u5176\u5bf9\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7684\u638c\u63e1\u6210\u4e3a\u5173\u952e\u6311\u6218\u3002 \u5168\u9762\u8bc4\u4f30\u5927\u6a21\u578b\u7535\u5546\u9886\u57df\u80fd\u529b\uff0c […]<\/p>\n

          <\/div>\n

          <\/g><\/svg><\/i> \"Loading\"<\/p>\n

          <\/div>\n","protected":false},"author":56,"featured_media":25055,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,20,80],"tags":[124,667,1486],"class_list":["post-25053","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-20","category-80","tag-ai","tag-667","tag-1486"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25053","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=25053"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25053\/revisions"}],"predecessor-version":[{"id":25057,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25053\/revisions\/25057"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/25055"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=25053"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=25053"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=25053"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}