{"id":26173,"date":"2025-06-04T09:47:31","date_gmt":"2025-06-04T01:47:31","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26173"},"modified":"2025-06-04T09:47:31","modified_gmt":"2025-06-04T01:47:31","slug":"acl2025-%e4%bc%a0%e7%bb%9f%e7%ac%a6%e5%8f%b7%e8%af%ad%e8%a8%80%e4%bc%a0%e9%80%92%e7%9f%a5%e8%af%86%e5%a4%aa%e4%bd%8e%e6%95%88%ef%bc%9f%e6%8e%a2%e7%b4%a2llm%e9%ab%98%e6%95%88%e5%8f%82%e6%95%b0","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/06\/04\/26173\/","title":{"rendered":"ACL2025 | \u4f20\u7edf\u7b26\u53f7\u8bed\u8a00\u4f20\u9012\u77e5\u8bc6\u592a\u4f4e\u6548\uff1f\u63a2\u7d22LLM\u9ad8\u6548\u53c2\u6570\u8fc1\u79fb\u53ef\u884c\u6027"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
\u6700\u8fd1\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u6240\u63d0\u51fa\u5bf9 Parametric Knowledge Transfer (PKT\uff0c\u53c2\u6570\u77e5\u8bc6\u8fc1\u79fb) \u7684\u5168\u9762\u5206\u6790\u3002<\/div>\n
\n
\n

\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\u8c2d\u5b87\u4e54\u6765\u81ea\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u77e5\u8bc6\u5de5\u7a0b\u7814\u7a76\u7ec4\uff0c\u5bfc\u5e08\u4e3a\u4f55\u4e16\u67f1\u8001\u5e08\u3002\u76ee\u524d\u7814\u7a76\u65b9\u5411\u4e3b\u8981\u5728\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u53c2\u6570\u77e5\u8bc6\u589e\u5f3a\u5927\u6a21\u578b\u80fd\u529b\u3002<\/p>\n

1 \u8de8\u89c4\u6a21\u53c2\u6570\u77e5\u8bc6\u8fc1\u79fb PKT \u7684\u5168\u9762\u5206\u6790<\/h4>\n

\u4eba\u7c7b\u7684\u601d\u7ef4\u662f\u975e\u900f\u660e\u7684\uff0c\u6ca1\u6709\u7ee7\u627f\u7684\u8bb0\u5fc6\uff0c\u56e0\u6b64\u9700\u8981\u901a\u8fc7\u8bed\u8a00\u4ea4\u6d41\u7684\u73af\u5883\u6765\u5b66\u4e60\u3002\u4eba\u7c7b\u7684\u77e5\u8bc6\u4f20\u9012\u957f\u671f\u4f9d\u8d56\u7b26\u53f7\u8bed\u8a00\uff1a\u4ece\u6587\u5b57\u3001\u6570\u5b66\u516c\u5f0f\u5230\u7f16\u7a0b\u4ee3\u7801\uff0c\u6211\u4eec\u901a\u8fc7\u7b26\u53f7\u7cfb\u7edf\u5c06\u77e5\u8bc6\u7f16\u7801\u3001\u89e3\u7801\u3002\u4f46\u8fd9\u79cd\u65b9\u5f0f\u5b58\u5728\u5929\u7136\u74f6\u9888\uff0c\u6bd4\u5982\u4fe1\u606f\u5197\u4f59\u3001\u6548\u7387\u4f4e\u4e0b\u7b49\u3002<\/p>\n

\u73b0\u5982\u4eca\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5c31\u4e3b\u8981\u6a21\u4eff\u8fd9\u4e00\u5957\u8303\u5f0f\u6765\u5b66\u4e60\u548c\u4f20\u9012\u77e5\u8bc6\u3002\u7136\u800c\uff0c\u4e0e\u4eba\u8111\u4e0d\u53ef\u77e5\u548c\u4e0d\u900f\u660e\u7684\u7279\u6027\u4e0d\u540c\uff0c\u5f00\u6e90 LLM \u7684\u53ef\u8bbf\u95ee\u53c2\u6570\u548c\u4fe1\u606f\u6d41\u5219\u50cf\u4e00\u4e2a\u900f\u660e\u7684\u5927\u8111\uff0c\u76f4\u63a5\u7f16\u7801\u4e86\u4e8b\u5b9e\u77e5\u8bc6\uff0c\u5df2\u6709\u7684\u7814\u7a76\u5bf9\u5176\u8fdb\u884c\u4e86\u7cfb\u7edf\u5206\u6790\u3001\u7cbe\u786e\u5b9a\u4f4d\u548c\u6709\u6548\u8f6c\u79fb\u3002\u56e0\u6b64\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u7591\u95ee\uff1a\u5927\u6a21\u578b\u80fd\u5426\u50cf\u300a\u963f\u51e1\u8fbe\u300b\u4e2d\u7684\u4eba\u7c7b\u548c\u7eb3\u5a01\u4eba\u4e4b\u95f4\u5efa\u7acb\u4f20\u9012\u77e5\u8bc6\u7684\u7ec3\u4e60\uff1f\u5176\u4e2d\u5728\u5929\u7136\u5b58\u5728\u7684\u8f83\u5927 LLM \u548c\u8f83\u5c0f LLM \u5bf9\u4e4b\u95f4\u5c55\u5f00\uff0c\u5c06\u53c2\u6570\u77e5\u8bc6\u4f5c\u4e3a\u5a92\u4ecb\u3002<\/p>\n

\u6700\u8fd1\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u6240\u63d0\u51fa\u5bf9 Parametric Knowledge Transfer (PKT\uff0c\u53c2\u6570\u77e5\u8bc6\u8fc1\u79fb) \u7684\u5168\u9762\u5206\u6790\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u8de8\u89c4\u6a21\u5927\u6a21\u578b\u4e4b\u95f4\u7684\u8868\u73b0\u76f8\u4f3c\u548c\u53c2\u6570\u7ed3\u6784\u76f8\u4f3c\u5ea6\u90fd\u6781\u4f4e\uff0c\u8fd9\u5bf9\u5b9e\u73b0\u6709\u6548\u7684 PKT \u63d0\u51fa\u4e86\u6781\u5927\u7684\u6311\u6218\u3002<\/p>\n

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

    \n
  • \u8bba\u6587\u6807\u9898\uff1aNeural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models<\/li>\n
  • \u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2505.14436<\/li>\n
  • Github \u5730\u5740\uff1ahttps:\/\/github.com\/Trae1ounG\/Neural_Incompatibility<\/li>\n<\/ul>\n

    2 \u65b0\u7684 Pre-Align PKT \u8303\u5f0f\uff1a\u5b9a\u4f4d\u540e\u5bf9\u9f50 LaTen<\/h4>\n

    \u8bba\u6587\u9996\u5148\u901a\u8fc7\u7b80\u5355\u7684\u524d\u7f6e\u5b9e\u9a8c\uff0c\u6316\u6398\u51fa\u53c2\u6570\u7a7a\u95f4\u7684\u5bf9\u9f50\u662f\u5b9e\u73b0\u53c2\u6570\u77e5\u8bc6\u8fc1\u79fb\u7684\u5fc5\u8981\u6761\u4ef6\u3002\u73b0\u6709\u7684\u53c2\u6570\u5bf9\u9f50\u65b9\u6cd5\u00a0Seeking\u00a0\u901a\u8fc7\u68af\u5ea6\u5b9a\u4f4d\u90e8\u5206\u8f83\u5927 LLM \u53c2\u6570\u4ee5\u9002\u914d\u8f83\u5c0f LLM \u5f20\u91cf\u5f62\u72b6\uff0c\u5c06\u5176\u521d\u59cb\u5316\u4e3a LoRA \u77e9\u9635\u901a\u8fc7\u540e\u7eed\u5fae\u8c03\u5b9e\u73b0\u8fc1\u79fb\uff0c\u79f0\u4e4b\u4e3a\u540e\u5bf9\u9f50\u53c2\u6570\u8fc1\u79fb\u65b9\u6cd5\uff08Post-Align PKT\uff09\u3002\u8bba\u6587\u4e3a\u4e86\u66f4\u5168\u9762\u63a2\u7d22 PKT \u662f\u5426\u53ef\u884c\uff0c\u6839\u636e\u5bf9\u9f50\u65f6\u673a\u63d0\u51fa\u5148\u5bf9\u9f50\u77e5\u8bc6\u8fc1\u79fb\uff08Pre-Align PKT\uff09\u65b0\u8303\u5f0f\uff0c\u91c7\u7528\u5b9a\u4f4d\u540e\u5bf9\u9f50\uff08Locate-then-Align\uff0cLaTen\uff09\u65b9\u6cd5\u5b9e\u73b0\u53c2\u6570\u5bf9\u9f50\u3002<\/p>\n

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

    \u56fe\u8868 1\uff1a\u5c55\u793a\u4e86\u57fa\u4e8e\u8bed\u8a00\u7684\u77e5\u8bc6\u8fc1\u79fb\u548c\u57fa\u4e8e\u53c2\u6570\u7684\u77e5\u8bc6\u8fc1\u79fb\u8303\u5f0f\u7684\u5dee\u5f02<\/p>\n

    \u8be5\u65b9\u6cd5\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u9996\u5148\u901a\u8fc7\u795e\u7ecf\u5143\u7ea7\u522b\u7684\u5f52\u56e0\u5206\u6790\uff0c\u8bc6\u522b\u51fa\u4e0e\u7279\u5b9a\u4efb\u52a1\u76f8\u5173\u7684\u53c2\u6570\uff0c\u7136\u540e\u5229\u7528\u8bad\u7ec3\u5f97\u5f53\u7684\u8d85\u7f51\u7edc\uff0c\u5c06\u8f83\u5927 LLM \u7684\u77e5\u8bc6\u6620\u5c04\u5230\u8f83\u5c0f LLM \u4e0a\u3002<\/p>\n

    \u5177\u4f53\u800c\u8a00\uff0cLaTen \u65b9\u6cd5\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n

      \n
    1. \u77e5\u8bc6\u63d0\u53d6\uff1a\u901a\u8fc7\u5206\u6790\u5927\u6a21\u578b\u7684\u53c2\u6570\uff0c\u8bc6\u522b\u51fa\u4e0e\u76ee\u6807\u4efb\u52a1\u76f8\u5173\u7684\u77e5\u8bc6\u3002\u8fd9\u4e00\u8fc7\u7a0b\u5229\u7528\u9759\u6001\u795e\u7ecf\u5143\u5f52\u56e0\u65b9\u6cd5\uff0c\u8ba1\u7b97\u51fa\u6bcf\u4e2a\u795e\u7ecf\u5143\u5728\u4efb\u52a1\u4e2d\u7684\u91cd\u8981\u6027\uff0c\u4ece\u800c\u9009\u62e9\u51fa\u6700\u5177\u4fe1\u606f\u91cf\u7684\u53c2\u6570\u8fdb\u884c\u8fc1\u79fb\u3002<\/li>\n
    2. \u53c2\u6570\u5bf9\u9f50\uff1a\u4e00\u65e6\u786e\u5b9a\u4e86\u91cd\u8981\u53c2\u6570\uff0c\u63a5\u4e0b\u6765\u901a\u8fc7\u8f7b\u91cf\u7ea7\u7684\u8d85\u7f51\u7edc\u8fdb\u884c\u5bf9\u9f50\uff0c\u786e\u4fdd\u8fd9\u4e9b\u53c2\u6570\u80fd\u591f\u6709\u6548\u6574\u5408\u5230\u5c0f\u578b\u6a21\u578b\u4e2d\u3002<\/li>\n
    3. \u53c2\u6570\u6ce8\u5165\uff1a\u8fd9\u4e00\u8fc7\u7a0b\u5f3a\u8c03\u5728\u5bf9\u9f50\u540e\u76f4\u63a5\u6ce8\u5165\u53c2\u6570\uff0c\u51cf\u5c11\u4e86\u540e\u7eed\u8bad\u7ec3\u6240\u9700\u7684\u8d44\u6e90\u548c\u65f6\u95f4\u3002<\/li>\n<\/ol>\n

      \u901a\u8fc7\u4e0a\u8ff0\u6d41\u7a0b\uff0c\u5c31\u53ef\u4ee5\u5c06\u8f83\u5927\u6a21\u578b\u4e2d\u7684\u53c2\u6570\u77e5\u8bc6\u8f6c\u6362\u4e3a\u5728\u8f83\u5c0f\u6a21\u578b\u4e2d\u53ef\u53d7\u7528\u7684\u77e5\u8bc6\u8fdb\u800c\u8fdb\u884c\u6ce8\u5165\uff0c\u4ee5\u907f\u514d\u53c2\u6570\u7a7a\u95f4\u7684\u5dee\u5f02\u6027\u5bfc\u81f4\u7684\u6027\u80fd\u4e22\u5931\u3002<\/p>\n

      3 \u5bf9\u9f50\u5b9e\u9a8c\u5206\u6790<\/h4>\n

      \u5728\u5b9e\u9a8c\u90e8\u5206\uff0c\u7814\u7a76\u8005\u9488\u5bf9\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u6db5\u76d6\u4e16\u754c\u77e5\u8bc6\uff08MMLU\uff09\uff0c\u6570\u5b66\u63a8\u7406\uff08GSM8K\uff09\u548c\u4ee3\u7801\u80fd\u529b\uff08HumanEval \u548c MBPP\uff09\u8fdb\u884c\u4e86\u8be6\u7ec6\u8bc4\u4f30\u3002<\/p>\n

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

      \u56fe\u8868 2\uff1a\u5c55\u793a Post-Align PKT \u548c Pre-Align PKT \u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u8868\u73b0<\/p>\n

      \u5b9e\u9a8c\u7ed3\u8bba\uff1a<\/p>\n

        \n
      • \u5bf9\u4e8e Post-Align PKT\uff0c\u8bba\u6587\u5c06\u5176\u540c\u5229\u7528 SVD \u4ece\u6a21\u578b\u81ea\u8eab\u83b7\u53d6 LoRA \u7684 PiSSA \u65b9\u6cd5\u5bf9\u6bd4\uff0c\u7ed3\u679c\u53d1\u73b0 PiSSA \u5728\u76f8\u540c\u8bbe\u7f6e\u4e0b\u4f18\u4e8e Seeking\uff0c\u8bc1\u660e\u4ece\u8f83\u5927\u6a21\u578b\u62bd\u53d6\u7684\u53c2\u6570\u77e5\u8bc6\u4e0d\u5982\u5229\u7528\u6a21\u578b\u81ea\u8eab\u77e5\u8bc6\u4f5c\u4e3a LoRA \u521d\u59cb\u5316\uff0c\u8fdb\u4e00\u6b65\u6000\u7591\u5176\u53ef\u884c\u6027\u3002<\/li>\n
      • \u5bf9\u4e8e Pre-Align PKT\uff0c\u7ed3\u679c\u663e\u793a\uff0c\u53ea\u9700\u8981\u6781\u5c11\u7684\u8bad\u7ec3\u6b65\u6570\u548c\u6570\u636e\u5f00\u9500\uff0cLaTen \u80fd\u6709\u6548\u53d6\u5f97\u6027\u80fd\u63d0\u5347\u3002\u4f46\u662f Pre-Align PKT \u901a\u8fc7\u8bad\u7ec3\u5b9e\u73b0\u53c2\u6570\u5bf9\u9f50\u7684\u65b9\u5f0f\u53d7\u5230\u6781\u5927\u9650\u5236\uff0c\u65e0\u6cd5\u8d85\u8d8a\u8f83\u5927 LLM \u7684\u80fd\u529b\u4e0a\u754c\uff0c\u540c\u65f6\u8bad\u7ec3\u4e0d\u592a\u7a33\u5b9a\uff0c\u6ca1\u6709\u660e\u663e\u6536\u655b\u3002<\/li>\n<\/ul>\n

        \u6b64\u5916\uff0c\u8bba\u6587\u4ece\u53e6\u4e00\u4e2a\u65b9\u9762\u6765\u9a8c\u8bc1\u76ee\u524d\u9636\u6bb5\u7684 PKT \u662f\u5426\u6709\u6548\u3002\u65e2\u7136\u5047\u8bbe\u8fc1\u79fb\u7684\u53c2\u6570\u77e5\u8bc6\u4e2d\u5305\u542b\u4e86\u6709\u7528\u7684\u7279\u5b9a\u4efb\u52a1\u7684\u77e5\u8bc6\uff0c\u90a3\u4e48\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u597d\u7684\u6a21\u578b\uff0c\u7406\u5e94\u5728\u8fc1\u79fb\u540e\u80fd\u8ba9\u5c0f\u6a21\u578b\u7684\u6027\u80fd\u66f4\u597d\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u5728\u4ee3\u7801\u4efb\u52a1\u4e0a\u5f00\u5c55\u4e86\u8fd9\u4e00\u63a2\u7d22\u5b9e\u9a8c\uff1a<\/p>\n

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

        \u56fe\u8868 3\uff1a\u57fa\u4e8e\u66f4\u5f3a\u7684\u8f83\u5927 LLM \u5411\u8f83\u5c0f LLM \u4f20\u9012\u77e5\u8bc6\uff0c\u5de6\u56fe\u4e3a Post-Aligh PKT \u5b9e\u9a8c\u7ed3\u679c\uff0c\u53f3\u56fe\u4e3a Pre-Align PKT \u5b9e\u9a8c\u7ed3\u679c<\/p>\n

        \u5b9e\u9a8c\u7ed3\u679c\u8bc1\u660e\u4e86\u4e24\u79cd PKT \u5728\u8fd9\u79cd\u8bbe\u7f6e\u4e0b\u7684\u5931\u8d25\uff0c\u8ba9\u4eba\u7591\u60d1\u4e3a\u4ec0\u4e48\u8de8\u89c4\u6a21 PKT \u65e0\u6cd5\u6709\u6548\u5b9e\u73b0\uff1f<\/p>\n

        4 \u4e3a\u4ec0\u4e48\u8de8\u89c4\u6a21 PKT \u5931\u8d25\uff1f<\/h4>\n

        PKT \u7684\u6838\u5fc3\u4efb\u52a1\u5728\u4e8e\u5bf9\u9f50\uff08Align\uff09\uff0c\u4e0d\u7ba1\u662f\u901a\u8fc7\u540e\u7eed\u8bad\u7ec3\u8fd8\u662f\u63d0\u524d\u901a\u8fc7\u8d85\u7f51\u7edc\u5b9e\u73b0\uff0c\u662f\u5426\u80fd\u6709\u6548\u5b9e\u73b0\u5bf9\u9f50\u662f PKT \u6210\u529f\u7684\u5173\u952e\u3002\u4ece\u73b0\u6709\u5b9e\u9a8c\u7ed3\u679c\u6765\u770b\uff0cPKT \u5e76\u6ca1\u6709\u6709\u6548\u5b9e\u73b0\u5bf9\u9f50\uff0c\u90a3\u4e48\u963b\u788d\u7684\u5173\u952e\u5728\u54ea\uff1f<\/p>\n

        \u8bba\u6587\u4ece\u8868\u73b0\u76f8\u4f3c\u5ea6\uff08representation similarity\uff09\u548c\u53c2\u6570\u76f8\u4f3c\u5ea6\uff08parametric similarity\uff09\u51fa\u53d1\uff0c\u5206\u6790\u8de8\u89c4\u6a21\u5927\u6a21\u578b\u5728\u884c\u4e3a\u65b9\u5f0f\u548c\u5185\u90e8\u53c2\u6570\u7ed3\u6784\u7684\u76f8\u4f3c\u5ea6\u662f\u5426\u4f1a\u5bfc\u81f4\u8de8\u89c4\u6a21 PKT \u7684\u5931\u8d25\uff0c\u79f0\u4e3a\u795e\u7ecf\u4e0d\u517c\u5bb9\u6027\uff08Neuron Incompatibility\uff09\u3002<\/p>\n

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

        \u56fe\u8868 4\uff1a\u8de8\u89c4\u6a21\u5927\u6a21\u578b\u4e4b\u95f4\u7684\u8868\u73b0\u76f8\u4f3c\u5ea6\u5206\u6790<\/p>\n

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

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        \u9996\u5148\uff0cSeeking \u548c PiSSA \u7684\u7ed3\u679c\u6a21\u5f0f\u5b8c\u5168\u76f8\u53cd\u3002\u5728 Seeking \u4e2d\uff0c\"\u56fe\u7247\"\u00a0\u548c\u00a0\"\u56fe\u7247\"\u00a0\u4e4b\u95f4\u7684\u5e73\u5747\u76f8\u4f3c\u5ea6\u964d\u81f3 0\uff0c\u8868\u660e\u00a0\"\u56fe\u7247\"\u00a0\u6ca1\u6709\u4fdd\u7559\u4efb\u4f55\u6765\u81ea\u00a0\"\u56fe\u7247\"\u00a0\u7684\u6709\u610f\u4e49\u4fe1\u606f\u3002\u8fd9\u4e00\u7f3a\u9677\u5bfc\u81f4\u4e86\u6b21\u4f18\u6027\u80fd\u3002<\/p>\n

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        5 \u603b\u7ed3\u4e0e\u5c55\u671b\uff1a\u7406\u60f3\u7684 PKT \u5c1a\u5f85\u5b9e\u73b0<\/h4>\n

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        \u901a\u8fc7\u5c06 PKT \u6839\u636e Align \u8fdb\u884c\u5212\u5206\uff0c\u6211\u4eec\u5b8c\u6210\u4e86\u5bf9\u73b0\u6709\u9636\u6bb5 PKT \u7684\u5168\u9762\u7814\u7a76\uff0c\u627e\u51fa\u4e86\u5b9e\u9a8c\u7ed3\u679c\u6b20\u4f73\u7684\u80cc\u540e\u662f\u4e0d\u540c\u89c4\u6a21\u5927\u6a21\u578b\u4e4b\u95f4\u53c2\u6570\u77e5\u8bc6\u672c\u8d28\u4e0a\u7684\u884c\u4e3a\u548c\u7ed3\u6784\u7684\u5dee\u5f02\u3002<\/p>\n

        \u4f46\u4ecd\u671f\u671b\uff0c\u5728\u672a\u6765\u5927\u6a21\u578b\u4e4b\u95f4\u7684\u4ea4\u6d41\u4e0d\u518d\u5c40\u9650\u4e8e\u8bed\u8a00\u8fd9\u79cd\u6709\u635f\u7684\u538b\u7f29\u65b9\u5f0f\uff0c\u800c\u53bb\u5c1d\u8bd5\u66f4\u9ad8\u6548\u76f4\u63a5\u7684\u8fc1\u79fb\u65b9\u6cd5\u3002<\/p>\n

        \u8bed\u8a00\uff0c\u6216\u8bb8\u662f\u4eba\u7c7b\u77e5\u8bc6\u7684\u8d77\u70b9\uff0c\u4f46\u4e0d\u4e00\u5b9a\u662f\u5927\u6a21\u578b\u7684\u7ec8\u70b9\u3002<\/p>\n<\/div>\n

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

        <\/div>\n

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

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        \u6700\u8fd1\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u6240\u63d0\u51fa\u5bf9 Parametric Knowledge Transfer (PKT\uff0c\u53c2\u6570\u77e5\u8bc6 […]<\/p>\n

        <\/div>\n

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