{"id":2964,"date":"2024-04-23T18:33:59","date_gmt":"2024-04-23T10:33:59","guid":{"rendered":"http:\/\/blog.cloud500.net\/?p=2964"},"modified":"2024-05-29T17:59:55","modified_gmt":"2024-05-29T09:59:55","slug":"%e6%96%af%e5%9d%a6%e7%a6%8f%e5%a4%a7%e5%ad%a6%e6%9d%8e%e9%a3%9e%e9%a3%9e%e5%9b%a2%e9%98%9f%e3%80%8a2024-%e5%b9%b4%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e6%8c%87%e6%95%b0%e6%8a%a5%e5%91%8a%e3%80%8b","status":"publish","type":"post","link":"http:\/\/blog.cloud500.ai\/?p=2964","title":{"rendered":"\u65af\u5766\u798f\u5927\u5b66\u674e\u98de\u98de\u56e2\u961f\u300a2024 \u5e74\u4eba\u5de5\u667a\u80fd\u6307\u6570\u62a5\u544a\u300b\uff08\u6458\u8981\uff09"},"content":{"rendered":"\n

\u7b2c 1 \u7ae0\uff1a\u7814\u53d1<\/strong><\/h2>\n\n\n\n
    \n
  1. \u4ea7\u4e1a\u754c\u7ee7\u7eed\u5f15\u9886\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u7684\u524d\u6cbf\u9886\u57df\u3002<\/mark><\/strong>2023 \u5e74\uff0c\u4ea7\u4e1a\u754c\u5171\u63a8\u51fa\u4e86 51 \u4e2a\u8457\u540d\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u8fdc\u8d85\u5b66\u672f\u754c\u63a8\u51fa\u7684 15 \u4e2a\u6a21\u578b\u3002\u6b64\u5916\uff0c\u4ea7\u4e1a\u754c\u4e0e\u5b66\u672f\u754c\u8fd8\u5408\u4f5c\u5f00\u53d1\u51fa\u4e86 21 \u4e2a\u8457\u540d\u7684\u6a21\u578b\uff0c\u521b\u4e0b\u5386\u53f2\u65b0\u9ad8\u3002<\/li>\n\n\n\n
  2. \u57fa\u7840\u6a21\u578b\uff0c\u5c24\u5176\u662f\u5f00\u6e90\u7c7b\u7684\u57fa\u7840\u6a21\u578b\u6570\u91cf\u663e\u8457\u589e\u52a0\u3002<\/mark><\/strong>2023 \u5e74\uff0c\u5171\u6709 149 \u4e2a\u57fa\u7840\u6a21\u578b\u53d1\u5e03\uff0c\u6570\u91cf\u662f 2022 \u5e74\u7684\u4e24\u500d\u591a\u3002\u5728\u8fd9\u4e9b\u65b0\u53d1\u5e03\u7684\u6a21\u578b\u4e2d\uff0c\u6709 65.7% \u662f\u5f00\u6e90\u6a21\u578b\uff0c\u8fd9\u4e00\u6bd4\u4f8b\u8f83 2022 \u5e74\u7684 44.4% \u548c 2021 \u5e74\u7684 33.3% \u6709\u663e\u8457\u63d0\u5347\u3002<\/li>\n\n\n\n
  3. \u524d\u6cbf\u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\u8d8a\u6765\u8d8a\u6602\u8d35<\/mark>\u3002<\/strong>\u6839\u636e AI Index \u7684\u4f30\u7b97\uff0c\u76ee\u524d\u6700\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\u5df2\u7ecf\u521b\u4e0b\u4e86\u5386\u53f2\u65b0\u9ad8\u3002\u5177\u4f53\u6765\u8bf4\uff0cOpenAI \u7684 GPT-4 \u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f30\u8ba1\u6d88\u8017\u4e86\u4ef7\u503c 7,800 \u4e07\u7f8e\u5143\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u800c\u8c37\u6b4c\u7684 Gemini \u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\u66f4\u662f\u9ad8\u8fbe 1.91 \u4ebf\u7f8e\u5143\u3002<\/mark><\/strong><\/li>\n\n\n\n
  4. \u5728\u9876\u7ea7\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u65b9\u9762\uff0c\u7f8e\u56fd\u9886\u5148\u4e8e\u4e2d\u56fd\u3001\u6b27\u76df\u548c\u82f1\u56fd\uff0c\u662f\u4e3b\u8981\u6765\u6e90\u3002<\/mark><\/strong>2023 \u5e74\uff0c\u7f8e\u56fd\u673a\u6784\u5171\u63a8\u51fa\u4e86 61 \u4e2a\u77e5\u540d\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u8fd9\u4e00\u6570\u5b57\u4e0d\u4ec5\u663e\u8457\u8d85\u8fc7\u4e86\u6b27\u76df\u7684 21 \u4e2a\uff0c\u4e5f\u8fdc\u8fdc\u9886\u5148\u4e8e\u4e2d\u56fd\u7684 15 \u4e2a\u3002<\/li>\n\n\n\n
  5. \u4eba\u5de5\u667a\u80fd\u4e13\u5229\u6570\u91cf\u6fc0\u589e\u3002<\/mark><\/strong>\u4ece 2021 \u5e74\u81f3 2022 \u5e74\uff0c\u5168\u7403\u4eba\u5de5\u667a\u80fd\u4e13\u5229\u6388\u6743\u6570\u91cf\u589e\u957f\u4e86 62.7%\u3002\u81ea 2010 \u5e74\u4ee5\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u4e13\u5229\u6388\u6743\u6570\u91cf\u589e\u957f\u4e86 31 \u500d\u591a\u3002<\/li>\n\n\n\n
  6. \u4e2d\u56fd\u5728\u5168\u7403\u4eba\u5de5\u667a\u80fd\u4e13\u5229\u4ea7\u51fa\u65b9\u9762\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\u3002<\/mark><\/strong>2022 \u5e74\uff0c\u4e2d\u56fd\u5728\u5168\u7403\u4eba\u5de5\u667a\u80fd\u4e13\u5229\u4ea7\u51fa\u65b9\u9762\u5360\u6bd4 61.1%\uff0c\u5927\u5e45\u9886\u5148\u4e8e\u7f8e\u56fd\u7684 20.9%\u3002\u81ea 2010 \u5e74\u4ee5\u6765\uff0c\u7f8e\u56fd\u4eba\u5de5\u667a\u80fd\u4e13\u5229\u7684\u4efd\u989d\u4ece 54.1%\u00a0\u5f00\u59cb\u00a0\u4e00\u76f4\u5728\u6301\u7eed\u4e0b\u964d\u3002<\/li>\n\n\n\n
  7. \u5f00\u6e90\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u5448\u73b0\u7206\u70b8\u6027\u589e\u957f\u3002<\/mark><\/strong>\u81ea 2011 \u5e74\u4ee5\u6765\uff0cGitHub \u4e0a\u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u9879\u76ee\u6570\u91cf\u6301\u7eed\u589e\u957f\uff0c\u4ece 2011 \u5e74\u7684 845 \u4e2a\u589e\u52a0\u81f3 2023 \u5e74\u7684 180 \u4e07\u4e2a\u3002\u7279\u522b\u662f\u5728 2023 \u5e74\uff0cGitHub \u4e0a\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u7684\u603b\u6570\u540c\u6bd4\u589e\u52a0\u4e86 59.3%\u3002\u540c\u5e74\uff0cGitHub \u4e0a\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u9879\u76ee\u7684\u603b\u661f\u6807\u6570\u4e5f\u663e\u8457\u589e\u52a0\uff0c\u4ece 2022 \u5e74\u7684 400\u00a0\u4e07\u589e\u81f3 1,220\u00a0\u4e07\u3002<\/li>\n\n\n\n
  8. \u4eba\u5de5\u667a\u80fd\u51fa\u7248\u7269\u7684\u6570\u91cf\u6301\u7eed\u589e\u957f\u3002<\/mark><\/strong>2010 \u5e74\u81f3 2022 \u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u51fa\u7248\u7269\u7684\u603b\u6570\u589e\u957f\u4e86\u8fd1\u4e09\u500d\uff0c\u4ece 2010 \u5e74\u7684\u7ea6 88,000 \u7bc7\u589e\u81f3 2022 \u5e74\u7684 240,000 \u591a\u7bc7\u3002\u800c\u5728\u53bb\u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u51fa\u7248\u7269\u7684\u589e\u957f\u7387\u6709\u6240\u653e\u7f13\uff0c\u4ec5\u4e3a 1.1%\u3002<\/li>\n<\/ol>\n\n\n\n

    \u7b2c 2 \u7ae0\uff1a\u6280\u672f\u8868\u73b0<\/strong><\/h2>\n\n\n\n
      \n
    1. \u4eba\u5de5\u667a\u80fd\u5728\u67d0\u4e9b\u4efb\u52a1\u4e0a\u5df2\u8d85\u8d8a\u4eba\u7c7b\uff0c\u4f46\u5728\u5176\u4ed6\u4efb\u52a1\u4e0a\u4ecd\u6709\u8fdb\u6b65\u7a7a\u95f4\u3002<\/mark><\/strong>\u4eba\u5de5\u667a\u80fd\u5728\u56fe\u50cf\u5206\u7c7b\u3001\u89c6\u89c9\u63a8\u7406\u548c\u82f1\u6587\u7406\u89e3\u7b49\u591a\u4e2a\u6807\u51c6\u6d4b\u8bd5\u4e2d\u5df2\u7ecf\u8d85\u8d8a\u4e86\u4eba\u7c7b\u7684\u6c34\u5e73\u3002\u7136\u800c\uff0c\u5728\u66f4\u9ad8\u7ea7\u7684\u6570\u5b66\u7ade\u8d5b\u3001\u89c6\u89c9\u5e38\u8bc6\u63a8\u7406\u548c\u89c4\u5212\u7b49\u66f4\u4e3a\u590d\u6742\u7684\u4efb\u52a1\u4e0a\uff0c\u4eba\u5de5\u667a\u80fd\u4ecd\u7136\u672a\u80fd\u8d76\u8d85\u4eba\u7c7b\u3002<\/li>\n\n\n\n
    2. \u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u7684\u5174\u8d77\u3002<\/mark><\/strong>\u4f20\u7edf\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u529f\u80fd\u76f8\u5bf9\u6709\u9650\uff0c\u4f8b\u5982\u8bed\u8a00\u6a21\u578b\u5728\u6587\u672c\u7406\u89e3\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u56fe\u50cf\u5904\u7406\u65b9\u9762\u5219\u4e0d\u5c3d\u4eba\u610f\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002\u4e0d\u8fc7\uff0c\u6700\u8fd1\u7684\u6280\u672f\u7a81\u7834\u63a8\u52a8\u4e86\u591a\u6a21\u6001\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u4f8b\u5982\u8c37\u6b4c\u7684 Gemini \u548c OpenAI \u7684 GPT-4\u3002\u8fd9\u4e9b\u65b0\u578b\u6a21\u578b\u5c55\u73b0\u51fa\u4e86\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\uff0c\u5b83\u4eec\u4e0d\u4ec5\u80fd\u591f\u5904\u7406\u56fe\u50cf\u548c\u6587\u672c\uff0c\u67d0\u4e9b\u60c5\u51b5\u4e0b\u8fd8\u80fd\u5904\u7406\u97f3\u9891\u3002<\/li>\n\n\n\n
    3. \u66f4\u96be\u7684\u57fa\u51c6\u5f00\u59cb\u51fa\u73b0\u3002<\/mark><\/strong>\u5f53\u524d\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5728\u8bf8\u5982 ImageNet\u3001SQuAD \u548c SuperGLUE \u7b49\u73b0\u6709\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u5df2\u7ecf\u63a5\u8fd1\u6781\u9650\uff0c\u8fd9\u6fc0\u53d1\u4e86\u7814\u7a76\u8005\u5411\u66f4\u5177\u6311\u6218\u6027\u7684\u57fa\u51c6\u6d4b\u8bd5\u53d1\u8d77\u51b2\u51fb\u3002\u5728 2023 \u5e74\uff0c\u6d8c\u73b0\u51fa\u4e86\u591a\u4e2a\u96be\u5ea6\u66f4\u9ad8\u7684\u65b0\u57fa\u51c6\u6d4b\u8bd5\uff0c\u5305\u62ec\u7528\u4e8e\u7f16\u7a0b\u8bed\u8a00\u5904\u7406\u7684 SWE-bench\u3001\u56fe\u50cf\u751f\u6210\u9886\u57df\u7684 HEIM\u3001\u901a\u7528\u63a8\u7406\u6d4b\u8bd5 MMMU\u3001\u9053\u5fb7\u63a8\u7406\u7684 MoCa\u3001\u57fa\u4e8e\u4ee3\u7406\u884c\u4e3a\u7684 AgentBench\uff0c\u4ee5\u53ca\u9488\u5bf9\u5e7b\u89c9\u8bc6\u522b\u7684 HaluEval\u3002<\/li>\n\n\n\n
    4. \u66f4\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u610f\u5473\u7740\u66f4\u597d\u7684\u6570\u636e\u3002<\/mark><\/strong>\u65b0\u578b\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u4f8b\u5982 SegmentAnything \u548c Skoltech\uff0c\u6b63\u5728\u88ab\u5e94\u7528\u4e8e\u56fe\u50cf\u5206\u5272\u548c\u4e09\u7ef4\u91cd\u5efa\u7b49\u4efb\u52a1\uff0c\u4ee5\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u4e13\u4e1a\u6570\u636e\u3002\u6570\u636e\u662f\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u6280\u672f\u53d1\u5c55\u7684\u6838\u5fc3\u8981\u7d20\u3002\u5728\u5904\u7406\u90a3\u4e9b\u66f4\u4e3a\u590d\u6742\u7684\u4efb\u52a1\u65f6\uff0c\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u751f\u6210\u66f4\u591a\u6570\u636e\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u63d0\u5347\u73b0\u6709\u7684\u80fd\u529b\uff0c\u8fd8\u80fd\u4e3a\u672a\u6765\u7b97\u6cd5\u7684\u4f18\u5316\u548c\u63d0\u5347\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/li>\n\n\n\n
    5. \u4eba\u5de5\u667a\u80fd\u8bc4\u6d4b\u5f00\u59cb\u5174\u8d77\u3002<\/mark><\/strong>\u968f\u7740\u751f\u6210\u6a21\u578b\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u5b83\u4eec\u5df2\u7ecf\u80fd\u591f\u521b\u9020\u51fa\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u548c\u56fe\u50cf\u7b49\u5185\u5bb9\u3002\u56e0\u6b64\uff0c\u4f20\u7edf\u7684\u57fa\u51c6\u6d4b\u8bd5\u65b9\u6cd5\u6b63\u5728\u9010\u6b65\u6f14\u53d8\uff0c\u5f00\u59cb\u66f4\u591a\u5730\u878d\u5165\u4eba\u7c7b\u8bc4\u4ef7\u4f53\u7cfb\uff0c\u4f8b\u5982 Chatbot Arena Leaderboard\uff08\u804a\u5929\u673a\u5668\u4eba\u6392\u884c\u699c\uff09\uff0c\u800c\u975e\u4ec5\u4ec5\u4f9d\u8d56\u4e8e\u50cf ImageNet \u6216 SQuAD \u8fd9\u6837\u8ba1\u7b97\u673a\u81ea\u52a8\u5316\u8bc4\u5206\u4e3a\u4e3b\u7684\u6392\u540d\u7cfb\u7edf\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u516c\u4f17\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u6001\u5ea6\u6b63\u9010\u6e10\u6210\u4e3a\u4e00\u4e2a\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\u53c2\u8003\u6307\u6807\uff0c\u7528\u4ee5\u8bc4\u4f30\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u8fdb\u7a0b\u3002<\/li>\n\n\n\n
    6. LLM \u7684\u5e94\u7528\u63a8\u52a8\u4e86\u673a\u5668\u4eba\u7684\u7075\u6d3b\u6027\u3002<\/mark><\/strong>\u8bed\u8a00\u6a21\u578b\u4e0e\u673a\u5668\u4eba\u6280\u672f\u7684\u7ed3\u5408\u50ac\u751f\u4e86\u66f4\u4e3a\u7075\u6d3b\u7684\u673a\u5668\u4eba\u7cfb\u7edf\uff0c\u4f8b\u5982 PaLM-E \u548c RT-2\u3002\u8fd9\u4e9b\u7cfb\u7edf\u4e0d\u4ec5\u63d0\u5347\u4e86\u673a\u5668\u4eba\u7684\u6027\u80fd\uff0c\u8fd8\u80fd\u591f\u4e3b\u52a8\u63d0\u51fa\u95ee\u9898\uff0c\u8fd9\u6807\u5fd7\u7740\u673a\u5668\u4eba\u884c\u4e1a\u5728\u5b9e\u73b0\u66f4\u9ad8\u6548\u3001\u66f4\u8d34\u8fd1\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u7684\u673a\u5668\u4eba\u65b9\u9762\u8fc8\u51fa\u4e86\u91cd\u8981\u7684\u4e00\u6b65\u3002<\/li>\n<\/ol>\n\n\n\n

      \u7b2c 3 \u7ae0\uff1a\u53ef\u9760\u6027<\/strong><\/h2>\n\n\n\n
        \n
      1. \u9488\u5bf9 LLM \u7684\u53ef\u9760\u6027\u548c\u6807\u51c6\u5316\u8bc4\u4f30\u4e25\u91cd\u7f3a\u5931\u3002<\/mark><\/strong>AI Index \u7684\u6700\u65b0\u7814\u7a76\u6307\u51fa\uff0c\u76ee\u524d\u4eba\u5de5\u667a\u80fd\u62a5\u544a\u5728\u6807\u51c6\u5316\u65b9\u9762\u5b58\u5728\u660e\u663e\u4e0d\u8db3\u3002\u9886\u5148\u7684\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u8005\uff0c\u5982 OpenAI\u3001\u8c37\u6b4c\u7684 Gemini \u548c Anthropic\uff0c\u4e3b\u8981\u4f9d\u636e\u5404\u81ea\u4e0d\u540c\u7684\u8d1f\u8d23\u4efb\u4eba\u5de5\u667a\u80fd\u6807\u51c6\u6765\u6d4b\u8bd5\u4ed6\u4eec\u7684\u6a21\u578b\u3002\u8fd9\u79cd\u5404\u81ea\u4e3a\u653f\u7684\u505a\u6cd5\u4f7f\u5f97\u8bc4\u4f30\u7cfb\u7edf\u76f8\u5bf9\u4e8e\u9876\u5c16\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u98ce\u9669\u548c\u5c40\u9650\u6027\u53d8\u5f97\u66f4\u52a0\u56f0\u96be\u548c\u590d\u6742\u3002<\/li>\n\n\n\n
      2. \u653f\u6cbb\u6df1\u5ea6\u4f2a\u9020\u6613\u4e8e\u751f\u6210\u4e14\u96be\u4ee5\u68c0\u6d4b\u8bc6\u522b\u3002<\/mark><\/strong>\u6700\u65b0\u7814\u7a76\u63ed\u793a\uff0c\u76ee\u524d\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6df1\u5ea6\u4f2a\u9020\u6280\u672f\u5728\u51c6\u786e\u6027\u4e0a\u5b58\u5728\u5f88\u5927\u5dee\u5f02\uff0c\u800c\u4e14\u8fd9\u79cd\u653f\u6cbb\u6027\u7684\u6df1\u5ea6\u4f2a\u9020\u5df2\u7ecf\u5bf9\u5168\u7403\u591a\u5730\u7684\u9009\u4e3e\u9020\u6210\u4e86\u5f71\u54cd\u3002\u540c\u65f6\uff0c\u50cf CounterCloud \u8fd9\u6837\u7684\u65b0\u5174\u9879\u76ee\u4e5f\u8868\u660e\uff0c\u5229\u7528\u4eba\u5de5\u667a\u80fd\u5236\u9020\u548c\u6563\u5e03\u865a\u5047\u4fe1\u606f\u5df2\u7ecf\u53d8\u5f97\u5f02\u5e38\u5bb9\u6613\u3002<\/li>\n\n\n\n
      3. \u7814\u7a76\u4eba\u5458\u5728 LLM \u4e2d\u53d1\u73b0\u4e86\u66f4\u590d\u6742\u7684\u5b89\u5168\u6f0f\u6d1e\u3002<\/mark><\/strong>\u8fc7\u53bb\uff0c\u5bf9\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u7ea2\u961f\u6d4b\u8bd5\u5927\u591a\u96c6\u4e2d\u4e8e\u68c0\u9a8c\u90a3\u4e9b\u5bf9\u4eba\u7c7b\u76f4\u89c9\u800c\u8a00\u6709\u610f\u4e49\u7684\u5bf9\u6297\u6027\u8f93\u5165\u3002\u7136\u800c\u5728\u4eca\u5e74\uff0c\u7814\u7a76\u4eba\u5458\u53d1\u73b0\u4e86\u4e00\u4e9b\u4e0d\u90a3\u4e48\u663e\u773c\u7684\u7b56\u7565\uff0c\u8fd9\u4e9b\u7b56\u7565\u80fd\u591f\u8bf1\u4f7f LLM \u5c55\u73b0\u51fa\u6709\u5bb3\u7684\u884c\u4e3a\uff0c\u6bd4\u5982\u6307\u793a\u6a21\u578b\u65e0\u9650\u5236\u5730\u91cd\u590d\u968f\u673a\u5355\u8bcd\u3002<\/li>\n\n\n\n
      4. \u4eba\u5de5\u667a\u80fd\u6240\u5e26\u6765\u7684\u98ce\u9669\u6b63\u6210\u4e3a\u5168\u7403\u4f01\u4e1a\u65e5\u76ca\u5173\u6ce8\u7684\u95ee\u9898<\/strong>\u3002<\/mark>\u4e00\u9879\u5168\u7403\u6027\u7684\u8c03\u7814\u53d1\u73b0\uff0c\u4f01\u4e1a\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u4e3a\u5173\u5207\u7684\u95ee\u9898\u4e3b\u8981\u5305\u62ec\u9690\u79c1\u4fdd\u62a4\u3001\u6570\u636e\u5b89\u5168\u548c\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u3002\u8c03\u7814\u7ed3\u679c\u8868\u660e\uff0c\u4f01\u4e1a\u5df2\u7ecf\u5f00\u59cb\u91c7\u53d6\u884c\u52a8\u6765\u964d\u4f4e\u8fd9\u4e9b\u98ce\u9669\u3002\u7136\u800c\uff0c\u653e\u773c\u5168\u7403\uff0c\u5927\u591a\u6570\u516c\u53f8\u81f3\u4eca\u53ea\u89e3\u51b3\u4e86\u5176\u4e2d\u4e00\u5c0f\u90e8\u5206\u7684\u98ce\u9669\u95ee\u9898\u3002<\/li>\n\n\n\n
      5. LLM \u53ef\u8f93\u51fa\u53d7\u7248\u6743\u4fdd\u62a4\u7684\u8d44\u6599\u3002<\/mark><\/strong>\u591a\u540d\u7814\u7a76\u4eba\u5458\u5df2\u7ecf\u8bc1\u660e\uff0c\u6d41\u884c\u7684 LLM \u7684\u751f\u6210\u5185\u5bb9\u53ef\u80fd\u5305\u542b\u53d7\u7248\u6743\u4fdd\u62a4\u7684\u6750\u6599\uff0c\u5982\u300a\u7ebd\u7ea6\u65f6\u62a5\u300b\u7684\u6587\u7ae0\u6458\u5f55\u6216\u7535\u5f71\u4e2d\u7684\u573a\u666f\u3002\u8fd9\u4e9b\u8f93\u51fa\u5185\u5bb9\u662f\u5426\u6784\u6210\u7248\u6743\u4fb5\u72af\uff0c\u6b63\u5728\u6210\u4e3a\u6cd5\u5f8b\u9886\u57df\u4e00\u4e2a\u4e9f\u5f85\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u3002<\/li>\n\n\n\n
      6. \u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u8005\u5728\u900f\u660e\u5ea6\u65b9\u9762\u5f97\u5206\u8f83\u4f4e\uff0c\u8fd9\u5bf9\u7814\u7a76\u4ea7\u751f\u4e86\u5f71\u54cd\u3002<\/mark><\/strong>\u6700\u65b0\u53d1\u5e03\u7684\u57fa\u7840\u6a21\u578b\u900f\u660e\u5ea6\u6307\u6570\u63ed\u793a\u4e86\u4e00\u4e2a\u73b0\u8c61\uff1a\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u8005\u5728\u900f\u660e\u5ea6\u65b9\u9762\u5b58\u5728\u4e0d\u8db3\uff0c\u7279\u522b\u662f\u5728\u516c\u5f00\u8bad\u7ec3\u6570\u636e\u548c\u65b9\u6cd5\u4e0a\u3002\u8fd9\u79cd\u4e0d\u591f\u5f00\u653e\u7684\u505a\u6cd5\uff0c\u963b\u788d\u4e86\u5bf9\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u9c81\u68d2\u6027\u548c\u5b89\u5168\u6027\u7684\u6df1\u5165\u7406\u89e3\u548c\u7814\u7a76\u3002<\/li>\n\n\n\n
      7. \u5206\u6790\u6781\u7aef\u7684\u4eba\u5de5\u667a\u80fd\u98ce\u9669\u5b58\u5728\u4e00\u5b9a\u96be\u5ea6\u3002<\/mark><\/strong>\u5728\u8fc7\u53bb\u4e00\u5e74\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u5b66\u8005\u548c\u4ece\u4e1a\u8005\u56f4\u7ed5\u7b97\u6cd5\u6b67\u89c6\u7b49\u5373\u65f6\u6a21\u578b\u98ce\u9669\u4e0e\u6f5c\u5728\u7684\u957f\u671f\u751f\u5b58\u5a01\u80c1\u8fdb\u884c\u4e86\u6fc0\u70c8\u7684\u8ba8\u8bba\u3002\u5982\u4f55\u4ece\u79d1\u5b66\u7684\u89d2\u5ea6\u533a\u5206\u51fa\u54ea\u4e9b\u8bba\u65ad\u80fd\u591f\u4e3a\u653f\u7b56\u5236\u5b9a\u63d0\u4f9b\u4f9d\u636e\uff0c\u5df2\u7ecf\u6210\u4e3a\u4e86\u4e00\u9879\u6311\u6218\u3002\u7279\u522b\u662f\u5f53\u73b0\u6709\u7684\u77ed\u671f\u98ce\u9669\u5177\u6709\u660e\u663e\u7684\u5b9e\u9645\u5f71\u54cd\uff0c\u800c\u6f5c\u5728\u7684\u957f\u671f\u98ce\u9669\u5219\u66f4\u591a\u5730\u5c5e\u4e8e\u7406\u8bba\u5c42\u9762\uff0c\u8fd9\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u95ee\u9898\u7684\u590d\u6742\u6027\u3002<\/li>\n\n\n\n
      8. \u4eba\u5de5\u667a\u80fd\u76f8\u5173\u4e8b\u4ef6\u6570\u91cf\u6301\u7eed\u589e\u957f\u3002<\/mark><\/strong>\u6839\u636e\u8ffd\u8e2a\u4eba\u5de5\u667a\u80fd\u6ee5\u7528\u4e8b\u4ef6\u7684\u4eba\u5de5\u667a\u80fd\u4e8b\u4ef6\u6570\u636e\u5e93\u7684\u8bb0\u5f55\uff0c2023 \u5e74\u5171\u62a5\u544a\u4e86 123 \u8d77\u76f8\u5173\u4e8b\u4ef6\uff0c\u4e0e 2022 \u5e74\u76f8\u6bd4\u589e\u957f\u4e86 32.3%\u3002\u81ea 2013 \u5e74\u4ee5\u6765\uff0c\u8bb0\u5f55\u5728\u6848\u7684\u4eba\u5de5\u667a\u80fd\u4e8b\u4ef6\u6570\u91cf\u589e\u957f\u4e86 20 \u591a\u500d\u3002\u4e00\u4e2a\u7a81\u51fa\u7684\u4f8b\u5b50\u662f\uff0c\u5229\u7528\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5236\u4f5c\u7684\u6cf0\u52d2\u00b7\u65af\u5a01\u592b\u7279\u7684\u6df1\u5ea6\u4f2a\u9020\u89c6\u9891\u5728\u7f51\u7edc\u4e0a\u88ab\u5e7f\u6cdb\u4f20\u64ad\u3002<\/li>\n\n\n\n
      9. ChatGPT\u00a0\u5b58\u5728\u653f\u6cbb\u504f\u89c1\u95ee\u9898<\/mark>\u3002<\/strong>\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0cChatGPT \u5728\u653f\u6cbb\u7acb\u573a\u4e0a\u660e\u663e\u503e\u5411\u4e8e\u7f8e\u56fd\u6c11\u4e3b\u515a\u548c\u82f1\u56fd\u5de5\u515a\u3002\u8fd9\u4e00\u53d1\u73b0\u5f15\u8d77\u4e86\u4eba\u4eec\u5bf9\u8be5\u5de5\u5177\u53ef\u80fd\u5bf9\u7528\u6237\u653f\u6cbb\u89c2\u70b9\u4ea7\u751f\u5f71\u54cd\u7684\u62c5\u5fe7\uff0c\u7279\u522b\u662f\u5728\u5168\u7403\u8303\u56f4\u5185\u7684\u5927\u9009\u5e74\u3002<\/li>\n<\/ol>\n\n\n\n

        \u7b2c 4 \u7ae0\uff1a\u7ecf\u6d4e<\/strong><\/h2>\n\n\n\n
          \n
        1. \u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6295\u8d44\u91d1\u989d\u6025\u5267\u589e\u957f\u3002<\/mark><\/strong>\u5c3d\u7ba1\u53bb\u5e74\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6295\u8d44\u6574\u4f53\u5448\u73b0\u4e0b\u964d\u8d8b\u52bf\uff0c\u4f46\u5bf9\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u6295\u8d44\u5374\u9006\u52bf\u5927\u5e45\u589e\u957f\uff0c\u4e0e 2022 \u5e74\u76f8\u6bd4\u589e\u957f\u4e86\u8fd1\u516b\u500d\uff0c\u603b\u989d\u8fbe\u5230\u4e86 252 \u4ebf\u7f8e\u5143\u3002\u5728\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u8fd9\u4e00\u9886\u57df\uff0c\u4e3b\u8981\u7684\u53c2\u4e0e\u8005\u5982 OpenAI\u3001Anthropic\u3001Hugging Face \u548c Inflection \u7b49\u516c\u53f8\u90fd\u5ba3\u5e03\u5b8c\u6210\u4e86\u4e00\u8f6e\u91d1\u989d\u53ef\u89c2\u7684\u878d\u8d44\u3002<\/li>\n\n\n\n
        2. \u7f8e\u56fd\u5728\u4eba\u5de5\u667a\u80fd\u6295\u8d44\u65b9\u9762\u5904\u4e8e\u9886\u5148\u5730\u4f4d\uff0c\u5e76\u5c06\u7ee7\u7eed\u4fdd\u6301\u9886\u5148\u3002<\/mark><\/strong>2023 \u5e74\uff0c\u7f8e\u56fd\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6295\u8d44\u603b\u989d\u9ad8\u8fbe 672 \u4ebf\u7f8e\u5143\uff0c\u8fd9\u4e00\u6570\u5b57\u662f\u4e2d\u56fd\u7684\u8fd1 8.7 \u500d\uff0c\u540e\u8005\u5728\u8be5\u9886\u57df\u6392\u540d\u7b2c\u4e8c\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u81ea 2022 \u5e74\u4ee5\u6765\uff0c\u4e2d\u56fd\u548c\u6b27\u76df\uff08\u5305\u62ec\u82f1\u56fd\uff09\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6295\u8d44\u989d\u5206\u522b\u4e0b\u964d\u4e86 44.2%\u00a0\u548c 14.1%\uff0c\u800c\u7f8e\u56fd\u5728\u540c\u4e00\u65f6\u671f\u5185\u7684\u6295\u8d44\u5374\u663e\u8457\u589e\u957f\u4e86 22.1%\u3002<\/li>\n\n\n\n
        3. \u7f8e\u56fd\u548c\u5168\u7403\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u804c\u4f4d\u7684\u6bd4\u4f8b\u6709\u6240\u4e0b\u964d\u3002<\/mark><\/strong>\u5728\u7f8e\u56fd\uff0c\u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u804c\u4f4d\u5360\u6240\u6709\u53d1\u5e03\u804c\u4f4d\u7684 2.0%\uff0c\u4f46\u5230\u4e86 2023 \u5e74\uff0c\u8fd9\u4e00\u6bd4\u4f8b\u4e0b\u964d\u5230\u4e86 1.6%\u3002\u4eba\u5de5\u667a\u80fd\u804c\u4f4d\u53d1\u5e03\u7684\u51cf\u5c11\u4e3b\u8981\u5f52\u56e0\u4e8e\u9876\u5c16\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u653e\u51fa\u7684\u804c\u4f4d\u6570\u91cf\u51cf\u5c11\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u516c\u53f8\u4e2d\u6280\u672f\u804c\u4f4d\u6240\u5360\u7684\u6bd4\u91cd\u6709\u6240\u964d\u4f4e\u3002<\/li>\n\n\n\n
        4. \u4eba\u5de5\u667a\u80fd\u5728\u964d\u672c\u548c\u589e\u6536\u65b9\u9762\u53d1\u6325\u4e86\u4f5c\u7528\u3002<\/mark><\/strong>\u9ea6\u80af\u9521\u6700\u8fd1\u7684\u4e00\u9879\u8c03\u67e5\u7ed3\u679c\u663e\u793a\uff0c\u6709 42%\u00a0\u7684\u53d7\u8bbf\u4f01\u4e1a\u901a\u8fc7\u91c7\u7528\u4eba\u5de5\u667a\u80fd\uff08\u5305\u62ec\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff09\u6210\u529f\u964d\u4f4e\u4e86\u6210\u672c\uff0c\u800c 59%\u00a0\u7684\u53d7\u8bbf\u4f01\u4e1a\u8868\u793a\u5176\u6536\u5165\u6709\u6240\u589e\u52a0\u3002\u4e0e\u524d\u4e00\u5e74\u76f8\u6bd4\uff0c\u62a5\u544a\u6210\u672c\u51cf\u5c11\u7684\u53d7\u8bbf\u4f01\u4e1a\u6bd4\u4f8b\u4e0a\u5347\u4e86 10%\uff0c\u8fd9\u53cd\u6620\u51fa\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u663e\u8457\u63d0\u5347\u4f01\u4e1a\u7684\u8fd0\u8425\u6548\u7387\u3002<\/li>\n\n\n\n
        5. \u5168\u7403\u4eba\u5de5\u667a\u80fd\u6295\u8d44\u603b\u989d\u518d\u6b21\u4e0b\u964d\uff0c\u4f46\u65b0\u83b7\u6295\u8d44\u7684\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u6570\u91cf\u589e\u52a0\u3002<\/mark><\/strong>\u5c3d\u7ba1\u5168\u7403\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6295\u8d44\u603b\u989d\u8fde\u7eed\u7b2c\u4e8c\u5e74\u51fa\u73b0\u4e0b\u964d\uff0c\u4f46\u76f8\u8f83\u4e8e 2021 \u5e74\u5230 2022 \u5e74\u95f4\u7684\u5927\u5e45\u4e0b\u964d\uff0c\u5f53\u524d\u7684\u964d\u5e45\u6709\u6240\u6536\u7a84\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u83b7\u5f97\u65b0\u6295\u8d44\u7684\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u6570\u91cf\u663e\u8457\u589e\u52a0\uff0c\u8fbe\u5230\u4e86 1,812 \u5bb6\uff0c\u4e0e\u4e0a\u4e00\u5e74\u76f8\u6bd4\u589e\u957f\u4e86 40.6%\u3002<\/li>\n\n\n\n
        6. \u4eba\u5de5\u667a\u80fd\u7ec4\u7ec7\u91c7\u7528\u7387\u4e0a\u5347\u3002<\/mark><\/strong>\u6839\u636e\u9ea6\u80af\u9521\u5728 2023 \u5e74\u53d1\u5e03\u7684\u4e00\u4efd\u62a5\u544a\uff0c\u76ee\u524d\u5df2\u6709 55%\u00a0\u7684\u7ec4\u7ec7\u81f3\u5c11\u5728\u4e00\u4e2a\u4e1a\u52a1\u90e8\u95e8\u6216\u804c\u80fd\u4e0a\u91c7\u7528\u4e86\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u5305\u62ec\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3002\u8fd9\u4e00\u6bd4\u4f8b\u9ad8\u4e8e 2022 \u5e74\u7684 50%\uff0c\u66f4\u662f 2017 \u5e74 20%\u00a0\u7684\u4e24\u500d\u4ee5\u4e0a\u3002<\/li>\n\n\n\n
        7. \u4e2d\u56fd\u5728\u5de5\u4e1a\u673a\u5668\u4eba\u9886\u57df\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\u3002<\/mark><\/strong>\u81ea 2013 \u5e74\u8d85\u8d8a\u65e5\u672c\u6210\u4e3a\u5168\u7403\u5de5\u4e1a\u673a\u5668\u4eba\u7684\u4e3b\u8981\u5b89\u88c5\u56fd\u540e\uff0c\u4e2d\u56fd\u4e0e\u5176\u4ed6\u56fd\u5bb6\u5728\u8fd9\u4e00\u9886\u57df\u7684\u5dee\u8ddd\u4e0d\u65ad\u6269\u5927\u30022013 \u5e74\u65f6\uff0c\u4e2d\u56fd\u7684\u5de5\u4e1a\u673a\u5668\u4eba\u5b89\u88c5\u91cf\u5360\u5168\u7403\u603b\u91cf\u7684 20.8%\uff0c\u800c\u5230\u4e86 2022 \u5e74\uff0c\u8fd9\u4e00\u6bd4\u4f8b\u5df2\u7ecf\u663e\u8457\u589e\u957f\u81f3 52.4%\u3002<\/li>\n\n\n\n
        8. \u673a\u5668\u4eba\u5b89\u88c5\u7684\u79cd\u7c7b\u5448\u73b0\u591a\u6837\u5316\u8d8b\u52bf\u3002<\/mark><\/strong>\u5728 2017 \u5e74\uff0c\u534f\u4f5c\u673a\u5668\u4eba\u5728\u6240\u6709\u65b0\u5b89\u88c5\u7684\u5de5\u4e1a\u673a\u5668\u4eba\u4e2d\u4ec5\u5360 2.8%\u00a0\u7684\u4efd\u989d\uff0c\u4f46\u5230\u4e86 2022 \u5e74\uff0c\u8fd9\u4e00\u6bd4\u4f8b\u5df2\u7ecf\u6500\u5347\u81f3 9.9%\u3002\u540c\u6837\uff0c\u5728 2022 \u5e74\uff0c\u9664\u4e86\u533b\u7597\u673a\u5668\u4eba\u4e4b\u5916\uff0c\u670d\u52a1\u673a\u5668\u4eba\u7684\u5b89\u88c5\u91cf\u5728\u6240\u6709\u5e94\u7528\u7c7b\u522b\u4e2d\u90fd\u6709\u6240\u589e\u52a0\u3002\u8fd9\u4e00\u8d8b\u52bf\u4e0d\u4ec5\u53cd\u6620\u4e86\u673a\u5668\u4eba\u5b89\u88c5\u91cf\u7684\u5168\u9762\u589e\u957f\uff0c\u4e5f\u663e\u793a\u51fa\u4eba\u4eec\u8d8a\u6765\u8d8a\u503e\u5411\u4e8e\u5c06\u673a\u5668\u4eba\u5e94\u7528\u4e8e\u4e0e\u4eba\u7c7b\u4e92\u52a8\u66f4\u5bc6\u5207\u7684\u5c97\u4f4d\u3002<\/li>\n\n\n\n
        9. \u7814\u7a76\u8868\u660e\uff0c\u4eba\u5de5\u667a\u80fd\u63d0\u5347\u4e86\u5de5\u4eba\u7684\u751f\u4ea7\u529b\u5e76\u5e26\u6765\u4e86\u66f4\u9ad8\u8d28\u91cf\u7684\u5de5\u4f5c\u6210\u679c\u3002<\/mark><\/strong>2023 \u5e74\u5f00\u5c55\u7684\u591a\u9879\u7814\u7a76\u5bf9\u4eba\u5de5\u667a\u80fd\u5bf9\u52b3\u52a8\u529b\u7684\u5f71\u54cd\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u7ed3\u679c\u663e\u793a\u4eba\u5de5\u667a\u80fd\u4e0d\u4ec5\u4f7f\u5de5\u4eba\u80fd\u591f\u66f4\u8fc5\u901f\u5730\u5b8c\u6210\u5de5\u4f5c\uff0c\u8fd8\u63d0\u5347\u4e86\u5de5\u4f5c\u8d28\u91cf\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u7814\u7a76\u8fd8\u6307\u51fa\uff0c\u4eba\u5de5\u667a\u80fd\u6709\u6f5c\u529b\u7f29\u5c0f\u4f4e\u6280\u80fd\u4e0e\u9ad8\u6280\u80fd\u5de5\u4eba\u4e4b\u95f4\u7684\u6280\u80fd\u5dee\u8ddd\u3002\u7136\u800c\uff0c\u4e5f\u6709\u4e00\u4e9b\u7814\u7a76\u63d0\u51fa\u4e86\u8b66\u544a\uff0c\u5b83\u4eec\u8ba4\u4e3a\u5982\u679c\u7f3a\u4e4f\u9002\u5f53\u7684\u76d1\u7ba1\uff0c\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u53ef\u80fd\u4f1a\u5bf9\u6548\u7387\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u3002<\/li>\n\n\n\n
        10. \u8d22\u5bcc 500 \u5f3a\u516c\u53f8\u5728\u8ba8\u8bba\u4e2d\u66f4\u591a\u5730\u63d0\u53ca\u4eba\u5de5\u667a\u80fd\uff0c\u5c24\u5176\u662f\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3002<\/mark><\/strong>\u5728 2023 \u5e74\uff0c\u8d22\u5bcc 500\u00a0\u5f3a\u4e2d\u6709 394 \u5bb6\u516c\u53f8\u7684\u8d22\u62a5\u7535\u8bdd\u4f1a\u8bae\u4e2d\u63d0\u5230\u4e86\u4eba\u5de5\u667a\u80fd\uff0c\u8fd9\u5360\u5230\u4e86\u6240\u6709\u8d22\u5bcc 500\u00a0\u5f3a\u516c\u53f8\u7684\u8fd1 80%\uff0c\u4e0e 2022 \u5e74\u7684 266 \u6b21\u76f8\u6bd4\u6709\u4e86\u663e\u8457\u589e\u52a0\u3002\u81ea 2018 \u5e74\u4ee5\u6765\uff0c\u8d22\u5bcc 500\u00a0\u5f3a\u4f01\u4e1a\u5728\u8d22\u62a5\u7535\u8bdd\u4f1a\u8bae\u4e2d\u63d0\u53ca\u4eba\u5de5\u667a\u80fd\u7684\u6b21\u6570\u51e0\u4e4e\u7ffb\u4e86\u4e00\u500d\u3002\u5176\u4e2d\uff0c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u662f\u6700\u5e38\u88ab\u8ba8\u8bba\u7684\u4e3b\u9898\uff0c\u5360\u5230\u4e86\u6240\u6709\u7535\u8bdd\u4f1a\u8bae\u63d0\u53ca\u4eba\u5de5\u667a\u80fd\u6b21\u6570\u7684 19.7%\u3002<\/li>\n<\/ol>\n\n\n\n

          \u7b2c 5 \u7ae0\uff1a\u79d1\u5b66\u4e0e\u533b\u5b66<\/strong><\/h2>\n\n\n\n
            \n
          1. \u4eba\u5de5\u667a\u80fd\u63a8\u52a8\u4e86\u79d1\u5b66\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002<\/mark><\/strong>2022 \u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u5df2\u7ecf\u5f00\u59cb\u5728\u63a8\u52a8\u79d1\u5b66\u53d1\u73b0\u7684\u8fdb\u7a0b\u4e2d\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u3002\u8fdb\u5165 2023 \u5e74\uff0c\u4e00\u7cfb\u5217\u5177\u6709\u91cd\u5927\u610f\u4e49\u7684\u79d1\u5b66\u5e94\u7528\u76f8\u7ee7\u63a8\u51fa\uff0c\u5305\u62ec\u63d0\u5347\u7b97\u6cd5\u6392\u5e8f\u6548\u7387\u7684 AlphaDev\uff0c\u4ee5\u53ca\u52a0\u901f\u6750\u6599\u53d1\u73b0\u8fc7\u7a0b\u7684 GNoME\u3002<\/li>\n\n\n\n
          2. \u4eba\u5de5\u667a\u80fd\u663e\u8457\u63a8\u52a8\u4e86\u5728\u533b\u5b66\u9886\u57df\u7684\u8fdb\u6b65\u3002<\/mark><\/strong>\u5728 2023 \u5e74\uff0c\u533b\u7597\u9886\u57df\u8fce\u6765\u4e86\u82e5\u5e72\u91cd\u8981\u7684\u7cfb\u7edf\u521b\u65b0\uff0c\u5176\u4e2d\u5305\u62ec\u7528\u4e8e\u52a0\u5f3a\u6d41\u884c\u75c5\u9884\u6d4b\u7684 EVEscape \u7cfb\u7edf\uff0c\u4ee5\u53ca\u534f\u52a9\u8fdb\u884c\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u7a81\u53d8\u5206\u7c7b\u7684 AlphaMissence\u3002\u8fd9\u4e9b\u8fdb\u5c55\u8868\u660e\uff0c\u4eba\u5de5\u667a\u80fd\u6b63\u65e5\u76ca\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u63a8\u52a8\u533b\u5b66\u9886\u57df\u7684\u8fdb\u6b65\u3002<\/li>\n\n\n\n
          3. \u533b\u7597\u4eba\u5de5\u667a\u80fd\u5c55\u73b0\u51fa\u9ad8\u6c34\u5e73\u7684\u4e13\u4e1a\u77e5\u8bc6\u3002<\/mark><\/strong>\u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5728 MedQA \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u7684\u63d0\u5347\uff0c\u8be5\u6d4b\u8bd5\u662f\u8861\u91cf\u4eba\u5de5\u667a\u80fd\u4e34\u5e8a\u77e5\u8bc6\u6c34\u5e73\u7684\u91cd\u8981\u6807\u51c6\u30022023 \u5e74\uff0c\u6770\u51fa\u7684\u6a21\u578b GPT-4 Medprompt \u7684\u51c6\u786e\u5ea6\u8fbe\u5230\u4e86 90.2%\uff0c\u76f8\u8f83\u4e8e 2022 \u5e74\u7684\u6700\u9ad8\u5f97\u5206\u63d0\u9ad8\u4e86 22.6 \u4e2a\u767e\u5206\u70b9\u3002\u81ea\u4ece 2019 \u5e74\u5f15\u5165 MedQA \u57fa\u51c6\u6d4b\u8bd5\u4ee5\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u6b64\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u5df2\u7ecf\u5b9e\u73b0\u4e86\u8fd1\u4e09\u500d\u7684\u589e\u957f\u3002<\/li>\n\n\n\n
          4. FDA\u00a0\u6279\u51c6\u4e86\u66f4\u591a\u7684\u4eba\u5de5\u667a\u80fd\u533b\u7597\u8bbe\u5907\u3002<\/mark><\/strong>\u5728 2022 \u5e74\uff0c\u7f8e\u56fd\u98df\u54c1\u836f\u54c1\u76d1\u7763\u7ba1\u7406\u5c40\uff08FDA\uff09\u6279\u51c6\u4e86 139 \u79cd\u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u533b\u7597\u8bbe\u5907\uff0c\u8fd9\u4e00\u6570\u5b57\u6bd4 2021 \u5e74\u589e\u957f\u4e86 12.1%\u3002\u81ea 2012 \u5e74\u4ee5\u6765\uff0cFDA \u6279\u51c6\u7684\u4eba\u5de5\u667a\u80fd\u533b\u7597\u8bbe\u5907\u6570\u91cf\u589e\u957f\u4e86\u8d85\u8fc7 45 \u500d\u3002\u8fd9\u8868\u660e\u4eba\u5de5\u667a\u80fd\u5728\u533b\u7597\u9886\u57df\u7684\u5b9e\u9645\u5e94\u7528\u6b63\u53d8\u5f97\u8d8a\u6765\u8d8a\u5e7f\u6cdb\u3002<\/li>\n<\/ol>\n\n\n\n

            \u7b2c 6 \u7ae0\uff1a\u6559\u80b2<\/strong><\/h2>\n\n\n\n
              \n
            1. \u7f8e\u56fd\u548c\u52a0\u62ff\u5927\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u9886\u57df\u7684\u672c\u79d1\u4e13\u4e1a\u6bd5\u4e1a\u751f\u6570\u91cf\u6301\u7eed\u6500\u5347\uff0c\u800c\u7855\u58eb\u6bd5\u4e1a\u751f\u4eba\u6570\u5219\u4fdd\u6301\u7a33\u5b9a\uff0c\u535a\u58eb\u5b66\u4f4d\u83b7\u5f97\u8005\u7684\u4eba\u6570\u5219\u5448\u73b0\u5c0f\u5e45\u589e\u957f\u3002<\/mark><\/strong>\u5c3d\u7ba1\u8fc7\u53bb\u5341\u591a\u5e74\u7f8e\u56fd\u548c\u52a0\u62ff\u5927\u8ba1\u7b97\u673a\u79d1\u5b66\u672c\u79d1\u5b66\u4f4d\u6bd5\u4e1a\u751f\u6570\u91cf\u6301\u7eed\u589e\u957f\uff0c\u4f46\u9009\u62e9\u8ba1\u7b97\u673a\u79d1\u5b66\u7814\u7a76\u751f\u6559\u80b2\u7684\u5b66\u751f\u6570\u91cf\u5df2\u8d8b\u4e8e\u5e73\u7f13\u3002\u81ea 2018 \u5e74\u4ee5\u6765\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u7855\u58eb\u548c\u535a\u58eb\u5b66\u4f4d\u6bd5\u4e1a\u751f\u6570\u91cf\u7565\u6709\u4e0b\u964d\u3002<\/li>\n\n\n\n
            2. \u535a\u58eb\u5b66\u4f4d\u7684\u4eba\u5de5\u667a\u80fd\u4eba\u624d\u7ee7\u7eed\u52a0\u901f\u5411\u4ea7\u4e1a\u754c\u8fc1\u79fb\u3002<\/mark><\/strong>2011 \u5e74\uff0c\u65b0\u664b\u4eba\u5de5\u667a\u80fd\u535a\u58eb\u5728\u4ea7\u4e1a\u754c\uff0840.9%\uff09\u548c\u5b66\u672f\u754c\uff0841.6%\uff09\u5c31\u4e1a\u7684\u6bd4\u4f8b\u5927\u81f4\u76f8\u5f53\u3002\u7136\u800c\uff0c\u5230 2022 \u5e74\uff0c\u4e0e\u8fdb\u5165\u5b66\u672f\u754c\u7684\u535a\u58eb\uff0820.0%\uff09\u76f8\u6bd4\uff0c\u6bd5\u4e1a\u540e\u8fdb\u5165\u4ea7\u4e1a\u754c\u7684\u6bd4\u4f8b\uff0870.7%\uff09\u8981\u5927\u5f97\u591a\u3002\u4ec5\u5728\u8fc7\u53bb\u4e00\u5e74\uff0c\u8fdb\u5165\u4ea7\u4e1a\u754c\u7684\u4eba\u5de5\u667a\u80fd\u535a\u58eb\u6240\u5360\u6bd4\u4f8b\u5c31\u4e0a\u5347\u4e86 5.3 \u4e2a\u767e\u5206\u70b9\uff0c\u8fd9\u8868\u660e\u4ece\u5b66\u672f\u754c\u5230\u4ea7\u4e1a\u754c\u7684\u4eba\u624d\u6d41\u5931\u6b63\u5728\u52a0\u5267\u3002<\/li>\n\n\n\n
            3. \u4ece\u4ea7\u4e1a\u754c\u5411\u5b66\u672f\u754c\u8fc7\u6e21\u7684\u5b66\u672f\u4eba\u624d\u8f83\u5c11\u3002<\/mark><\/strong>2019 \u5e74\uff0c\u7f8e\u56fd\u548c\u52a0\u62ff\u5927 13% \u7684\u65b0\u4eba\u5de5\u667a\u80fd\u6559\u5e08\u6765\u81ea\u4ea7\u4e1a\u754c\u3002\u5230\u4e86 2021 \u5e74\uff0c\u8fd9\u4e00\u6bd4\u4f8b\u4e0b\u964d\u5230\u4e86 11%\uff0c2022 \u5e74\u8fdb\u4e00\u6b65\u4e0b\u964d\u5230 7%\u3002\u8fd9\u4e00\u8d8b\u52bf\u8868\u660e\uff0c\u9ad8\u7ea7\u4eba\u5de5\u667a\u80fd\u4eba\u624d\u4ece\u4ea7\u4e1a\u754c\u5411\u5b66\u672f\u754c\u7684\u8fc1\u79fb\u6b63\u5728\u9010\u6e10\u51cf\u5c11\u3002<\/li>\n\n\n\n
            4. \u7f8e\u56fd\u548c\u52a0\u62ff\u5927\u8ba1\u7b97\u673a\u79d1\u5b66\u6559\u80b2\u7684\u56fd\u9645\u5316\u7a0b\u5ea6\u964d\u4f4e\u3002<\/mark><\/strong>\u4e0e 2021 \u5e74\u76f8\u6bd4\uff0c2022 \u5e74\u6bd5\u4e1a\u7684\u56fd\u9645\u8ba1\u7b97\u673a\u79d1\u5b66\u672c\u79d1\u3001\u7855\u58eb\u548c\u535a\u58eb\u5b66\u4f4d\u7684\u5b66\u751f\u6bd4\u4f8b\u6709\u6240\u4e0b\u964d\uff0c\u7855\u58eb\u751f\u4e2d\u56fd\u9645\u5b66\u751f\u7684\u51cf\u5c11\u5c24\u4e3a\u660e\u663e\u3002<\/li>\n\n\n\n
            5. \u8d8a\u6765\u8d8a\u591a\u7684\u7f8e\u56fd\u9ad8\u4e2d\u751f\u9009\u4fee\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u8bfe\u7a0b\uff0c\u4f46\u8bfe\u7a0b\u83b7\u53d6\u7684\u4e0d\u5e73\u7b49\u95ee\u9898\u4f9d\u7136\u5b58\u5728\u3002<\/mark><\/strong>2022 \u5e74\uff0c\u5171\u4e3e\u529e\u4e86 201,000 \u6b21 AP \u8ba1\u7b97\u673a\u79d1\u5b66\u8003\u8bd5\u3002\u81ea 2007 \u5e74\u4ee5\u6765\uff0c\u53c2\u52a0\u8fd9\u4e9b\u8003\u8bd5\u7684\u5b66\u751f\u4eba\u6570\u589e\u52a0\u4e86 10 \u500d\u591a\u3002\u7136\u800c\uff0c\u6700\u65b0\u7684\u8bc1\u636e\u8868\u660e\uff0c\u89c4\u6a21\u8f83\u5927\u7684\u9ad8\u4e2d\u548c\u90ca\u533a\u7684\u9ad8\u4e2d\u5b66\u751f\u66f4\u6709\u53ef\u80fd\u63a5\u89e6\u5230\u8ba1\u7b97\u673a\u79d1\u5b66\u8bfe\u7a0b\u3002<\/li>\n\n\n\n
            6. \u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u5b66\u4f4d\u8bfe\u7a0b\u5728\u56fd\u9645\u4e0a\u7684\u9700\u6c42\u4e0d\u65ad\u589e\u957f\u3002<\/mark><\/strong>\u81ea2017\u5e74\u4ee5\u6765\uff0c\u82f1\u8bed\u6388\u8bfe\u7684\u3001\u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u9ad8\u7b49\u6559\u80b2\u5b66\u4f4d\u8bfe\u7a0b\u6570\u91cf\u5df2\u7ecf\u589e\u52a0\u4e86\u4e09\u500d\uff0c\u4e14\u5728\u8fc7\u53bb\u4e94\u5e74\u4e2d\u5448\u73b0\u7a33\u6b65\u5e74\u5ea6\u589e\u957f\u3002\u4e16\u754c\u5404\u5730\u7684\u5927\u5b66\u6b63\u5728\u5f00\u8bbe\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u5de5\u667a\u80fd\u5b66\u4f4d\u8bfe\u7a0b\u3002<\/li>\n\n\n\n
            7. \u82f1\u56fd\u548c\u5fb7\u56fd\u5728\u6b27\u6d32\u4fe1\u606f\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u8ba1\u7b97\u673a\u5de5\u7a0b\u548c\u4fe1\u606f\u6280\u672f\u6bd5\u4e1a\u751f\u7684\u57f9\u517b\u65b9\u9762\u5904\u4e8e\u9886\u5148\u5730\u4f4d\u3002<\/mark><\/strong>\u6309\u4eba\u5747\u8ba1\u7b97\uff0c\u82ac\u5170\u5728\u57f9\u517b\u672c\u79d1\u548c\u535a\u58eb\u6bd5\u4e1a\u751f\u65b9\u9762\u9065\u9065\u9886\u5148\uff0c\u800c\u7231\u5c14\u5170\u5219\u5728\u57f9\u517b\u7855\u58eb\u6bd5\u4e1a\u751f\u65b9\u9762\u9065\u9065\u9886\u5148\u3002<\/li>\n<\/ol>\n\n\n\n

              \u7b2c 7 \u7ae0\uff1a\u653f\u7b56\u4e0e\u6cd5\u89c4<\/strong><\/h2>\n\n\n\n
                \n
              1. \u7f8e\u56fd\u7684\u4eba\u5de5\u667a\u80fd\u6cd5\u89c4\u6570\u91cf\u6025\u5267\u589e\u52a0\u3002<\/mark><\/strong>\u8fc7\u53bb\u4e00\u5e74\u53ca\u4e94\u5e74\u671f\u95f4\uff0c\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u6cd5\u89c4\u6570\u91cf\u5747\u6709\u663e\u8457\u4e0a\u5347\u30022023 \u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u6cd5\u89c4\u6570\u91cf\u8fbe\u5230 25 \u9879\uff0c\u76f8\u8f83\u4e8e 2016 \u5e74\u7684 1 \u9879\u6709\u4e86\u663e\u8457\u589e\u52a0\u3002\u4ec5\u53bb\u5e74\u4e00\u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u6cd5\u89c4\u603b\u6570\u5c31\u589e\u957f\u4e86 56.3%\u3002<\/li>\n\n\n\n
              2. \u7f8e\u56fd\u548c\u6b27\u76df\u5728\u4eba\u5de5\u667a\u80fd\u653f\u7b56\u9886\u57df\u53d6\u5f97\u4e86\u5212\u65f6\u4ee3\u7684\u8fdb\u5c55\u3002<\/mark><\/strong>2023 \u5e74\uff0c\u5927\u897f\u6d0b\u4e24\u5cb8\u7684\u653f\u7b56\u5236\u5b9a\u8005\u63d0\u51fa\u4e86\u63a8\u8fdb\u4eba\u5de5\u667a\u80fd\u76d1\u7ba1\u7684\u5b9e\u8d28\u6027\u5efa\u8bae\u3002\u6b27\u76df\u5c31\u300a\u4eba\u5de5\u667a\u80fd\u6cd5\u6848\u300b\u7684\u6761\u6b3e\u8fbe\u6210\u534f\u8bae\uff0c\u8fd9\u662f 2024 \u5e74\u9881\u5e03\u7684\u4e00\u9879\u5177\u6709\u91cc\u7a0b\u7891\u610f\u4e49\u7684\u7acb\u6cd5\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u7f8e\u56fd\u603b\u7edf\u62dc\u767b\u7b7e\u7f72\u4e86\u4e00\u9879\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u884c\u653f\u547d\u4ee4\uff0c\u8fd9\u662f\u7f8e\u56fd\u5f53\u5e74\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u4eba\u5de5\u667a\u80fd\u653f\u7b56\u4e3e\u63aa\u3002<\/li>\n\n\n\n
              3. \u4eba\u5de5\u667a\u80fd\u6210\u4e3a\u7f8e\u56fd\u653f\u7b56\u5236\u5b9a\u8005\u5173\u6ce8\u7684\u7126\u70b9\u3002<\/mark><\/strong>2023 \u5e74\uff0c\u5728\u8054\u90a6\u5c42\u9762\uff0c\u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u7acb\u6cd5\u63d0\u6848\u6570\u91cf\u663e\u8457\u589e\u52a0\uff0c\u5171\u63d0\u51fa 181 \u9879\u6cd5\u6848\uff0c\u6bd4 2022 \u5e74\u63d0\u51fa\u7684 88 \u9879\u6cd5\u6848\u589e\u52a0\u4e86\u4e00\u500d\u591a\u3002<\/li>\n\n\n\n
              4. \u5168\u7403\u7684\u653f\u7b56\u5236\u5b9a\u8005\u90fd\u5728\u8c08\u8bba\u4eba\u5de5\u667a\u80fd\u3002<\/mark><\/strong>\u5168\u7403\u7acb\u6cd5\u7a0b\u5e8f\u4e2d\u63d0\u53ca\u4eba\u5de5\u667a\u80fd\u7684\u6b21\u6570\u51e0\u4e4e\u7ffb\u4e86\u4e00\u756a\uff0c\u4ece 2022 \u5e74\u7684 1,247 \u6b21\u4e0a\u5347\u81f3 2023 \u5e74\u7684 2,175 \u6b21\u30022023 \u5e74\uff0c\u5171\u6709 49 \u4e2a\u56fd\u5bb6\u5728\u7acb\u6cd5\u7a0b\u5e8f\u4e2d\u8ba8\u8bba\u4e86\u4eba\u5de5\u667a\u80fd\uff0c\u4e14\u6bcf\u4e2a\u5927\u6d32\u81f3\u5c11\u6709\u4e00\u4e2a\u56fd\u5bb6\u8ba8\u8bba\u4e86\u4eba\u5de5\u667a\u80fd\uff0c\u8fd9\u51f8\u663e\u4e86\u4eba\u5de5\u667a\u80fd\u653f\u7b56\u8ba8\u8bba\u7684\u5168\u7403\u6027\u5f71\u54cd\u3002<\/li>\n\n\n\n
              5. \u8d8a\u6765\u8d8a\u591a\u7684\u7f8e\u56fd\u76d1\u7ba1\u673a\u6784\u5f00\u59cb\u5173\u6ce8\u4eba\u5de5\u667a\u80fd\u3002<\/mark><\/strong>2023 \u5e74\uff0c\u7f8e\u56fd\u53d1\u5e03\u4eba\u5de5\u667a\u80fd\u6cd5\u89c4\u7684\u76d1\u7ba1\u673a\u6784\u6570\u91cf\u4ece 2022 \u5e74\u7684 17 \u4e2a\u589e\u52a0\u5230 21 \u4e2a\uff0c\u8fd9\u8868\u660e\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u7f8e\u56fd\u76d1\u7ba1\u673a\u6784\u5bf9\u4eba\u5de5\u667a\u80fd\u76d1\u7ba1\u7684\u5173\u6ce8\u5ea6\u8d8a\u6765\u8d8a\u9ad8\u30022023 \u5e74\u9996\u6b21\u9881\u5e03\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u6cd5\u89c4\u7684\u65b0\u76d1\u7ba1\u673a\u6784\u5305\u62ec\u4ea4\u901a\u90e8\u3001\u80fd\u6e90\u90e8\u548c\u804c\u4e1a\u5b89\u5168\u4e0e\u5065\u5eb7\u7ba1\u7406\u5c40\u3002<\/li>\n<\/ol>\n\n\n\n

                \u7b2c 8 \u7ae0\uff1a\u591a\u5143\u5316<\/strong><\/h2>\n\n\n\n
                  \n
                1. \u7f8e\u56fd\u548c\u52a0\u62ff\u5927\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u672c\u79d1\u751f\u3001\u7855\u58eb\u751f\u548c\u535a\u58eb\u751f\u5728\u79cd\u65cf\u4e0a\u8d8a\u6765\u8d8a\u591a\u6837\u5316\u3002<\/mark><\/strong>\u5c3d\u7ba1\u767d\u4eba\u5b66\u751f\u5728\u8fd9\u4e09\u4e2a\u5b66\u4f4d\u7ea7\u522b\u4e2d\u4ecd\u7136\u662f\u6700\u4e3b\u8981\u7684\u79cd\u65cf\u7fa4\u4f53\uff0c\u4f46\u4e9a\u88d4\u3001\u897f\u73ed\u7259\u88d4\u548c\u975e\u6d32\u88d4\u7b49\u5176\u4ed6\u79cd\u65cf\u7684\u6bd5\u4e1a\u751f\u6bd4\u4f8b\u6b63\u5728\u9010\u6e10\u589e\u52a0\u3002\u4f8b\u5982\uff0c\u81ea 2011 \u5e74\u4ee5\u6765\uff0c\u4e9a\u88d4\u8ba1\u7b97\u673a\u79d1\u5b66\u672c\u79d1\u5b66\u4f4d\u83b7\u5f97\u8005\u7684\u6bd4\u4f8b\u589e\u957f\u4e86 19.8 \u4e2a\u767e\u5206\u70b9\uff0c\u897f\u73ed\u7259\u88d4\u8ba1\u7b97\u673a\u79d1\u5b66\u672c\u79d1\u5b66\u4f4d\u83b7\u5f97\u8005\u7684\u6bd4\u4f8b\u589e\u957f\u4e86 5.2 \u4e2a\u767e\u5206\u70b9\u3002<\/li>\n\n\n\n
                2. \u5728\u6b27\u6d32\uff0c\u4fe1\u606f\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u5de5\u7a0b\u6280\u672f\u4ee5\u53ca\u4fe1\u606f\u6280\u672f\u7b49\u4e13\u4e1a\u7684\u6bd5\u4e1a\u751f\u4e2d\uff0c\u4e0d\u540c\u6027\u522b\u95f4\u7684\u5dee\u8ddd\u4f9d\u7136\u663e\u8457\uff0c\u8d2f\u7a7f\u4e8e\u672c\u79d1\u3001\u7855\u58eb\u4ee5\u53ca\u535a\u58eb\u5404\u4e2a\u6559\u80b2\u5c42\u6b21\u3002<\/mark><\/strong>\u5728\u53c2\u4e0e\u8c03\u67e5\u7684\u6bcf\u4e2a\u6b27\u6d32\u56fd\u5bb6\u4e2d\uff0c\u65e0\u8bba\u662f\u672c\u79d1\u3001\u7855\u58eb\u8fd8\u662f\u535a\u58eb\u5b66\u4f4d\u8bfe\u7a0b\uff0c\u4fe1\u606f\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u5de5\u7a0b\u5b66\u548c\u4fe1\u606f\u6280\u672f\u4e13\u4e1a\u9886\u57df\u7684\u7537\u6027\u6bd5\u4e1a\u751f\u6570\u91cf\u5747\u8d85\u8fc7\u5973\u6027\u3002\u5c3d\u7ba1\u8fc7\u53bb\u5341\u5e74\u95f4\u591a\u6570\u56fd\u5bb6\u7684\u6027\u522b\u5dee\u5f02\u5df2\u6709\u6240\u51cf\u5c11\uff0c\u4f46\u8fd9\u4e00\u53d8\u5316\u8fc7\u7a0b\u76f8\u5bf9\u7f13\u6162\u3002<\/li>\n\n\n\n
                3. \u7f8e\u56fd\u00a0K-12\u00a0\u9636\u6bb5\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u6559\u80b2\u5728\u6027\u522b\u548c\u79cd\u65cf\u4ee3\u8868\u6027\u4e0a\u53d8\u5f97\u66f4\u52a0\u591a\u5143\u5316\u3002<\/mark><\/strong>\u81ea 2007 \u5e74\u4ee5\u6765\uff0c\u53c2\u52a0 AP \u8ba1\u7b97\u673a\u79d1\u5b66\u8003\u8bd5\u7684\u5973\u751f\u6bd4\u4f8b\u5df2\u4ece 16.8% \u589e\u957f\u81f3 2022 \u5e74\u7684 30.5%\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4e9a\u88d4\u3001\u897f\u73ed\u7259\u88d4\/\u62c9\u4e01\u88d4\u4ee5\u53ca\u975e\u6d32\u88d4\u7f8e\u56fd\u5b66\u751f\u53c2\u4e0e AP \u8ba1\u7b97\u673a\u79d1\u5b66\u8003\u8bd5\u7684\u4eba\u6570\u4e5f\u5448\u73b0\u9010\u5e74\u4e0a\u5347\u7684\u8d8b\u52bf\u3002<\/li>\n<\/ol>\n\n\n\n

                  \u7b2c 9 \u7ae0\uff1a\u8206\u8bba<\/strong><\/h2>\n\n\n\n
                    \n
                  1. \u5168\u7403\u516c\u4f17\u5bf9\u4eba\u5de5\u667a\u80fd\u6f5c\u5728\u5f71\u54cd\u7684\u8ba4\u8bc6\u52a0\u6df1\uff0c\u5e76\u4f34\u968f\u7740\u65e5\u76ca\u589e\u957f\u7684\u5fe7\u8651\u611f\u3002<\/mark><\/strong>Ipsos \u7684\u4e00\u9879\u8c03\u67e5\u663e\u793a\uff0c\u4e0e\u53bb\u5e74\u76f8\u6bd4\uff0c\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u5c06\u5728\u63a5\u4e0b\u6765\u4e09\u81f3\u4e94\u5e74\u5185\u663e\u8457\u6539\u53d8\u4ed6\u4eec\u751f\u6d3b\u7684\u4eba\u4ece 60%\u00a0\u589e\u81f3 66%\u3002\u540c\u65f6\uff0c\u5bf9\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u548c\u670d\u52a1\u611f\u5230\u4e0d\u5b89\u7684\u4eba\u6570\u6bd4\u4f8b\u4e0a\u5347\u4e86 13 \u4e2a\u767e\u5206\u70b9\uff0c\u8fbe\u5230 52%\u3002\u6839\u636e\u7f8e\u56fd\u76ae\u5c24\u7814\u7a76\u4e2d\u5fc3\u7684\u6570\u636e\uff0c52%\u00a0\u7684\u7f8e\u56fd\u4eba\u8868\u793a\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u62c5\u5fe7\u591a\u4e8e\u5174\u594b\uff0c\u76f8\u8f83\u4e8e 2022 \u5e74\u7684 38%\u00a0\u6709\u6240\u4e0a\u5347\u3002<\/li>\n\n\n\n
                  2. \u897f\u65b9\u56fd\u5bb6\u7684\u4eba\u5de5\u667a\u80fd\u60c5\u7eea\u6301\u7eed\u4f4e\u8ff7\uff0c\u4f46\u6b63\u5728\u7f13\u6162\u6539\u5584\u3002<\/mark><\/strong>2022 \u5e74\uff0c\u5305\u62ec\u5fb7\u56fd\u3001\u8377\u5170\u3001\u6fb3\u5927\u5229\u4e9a\u3001\u6bd4\u5229\u65f6\u3001\u52a0\u62ff\u5927\u548c\u7f8e\u56fd\u5728\u5185\u7684\u51e0\u4e2a\u897f\u65b9\u53d1\u8fbe\u56fd\u5bb6\u662f\u5bf9\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u548c\u670d\u52a1\u7684\u6001\u5ea6\u4e0a\u6700\u4e3a\u4fdd\u5b88\u3002\u6b64\u540e\uff0c\u8fd9\u4e9b\u56fd\u5bb6\u4e2d\u627f\u8ba4\u4eba\u5de5\u667a\u80fd\u6709\u76ca\u7684\u53d7\u8bbf\u8005\u6bd4\u4f8b\u5747\u6709\u6240\u4e0a\u5347\uff0c\u5176\u4e2d\u8377\u5170\u7684\u8f6c\u53d8\u6700\u4e3a\u663e\u8457\u3002<\/li>\n\n\n\n
                  3. \u516c\u4f17\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u7ecf\u6d4e\u5f71\u54cd\u6301\u60b2\u89c2\u6001\u5ea6\u3002<\/mark><\/strong>\u6839\u636e Ipsos \u7684\u4e00\u9879\u8c03\u67e5\u663e\u793a\uff0c\u53ea\u6709 37%\u00a0\u7684\u53d7\u8bbf\u8005\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u4f1a\u6539\u5584\u4ed6\u4eec\u7684\u5de5\u4f5c\u3002\u53ea\u6709 34%\u00a0\u7684\u4eba\u9884\u8ba1\u4eba\u5de5\u667a\u80fd\u5c06\u4fc3\u8fdb\u7ecf\u6d4e\u53d1\u5c55\uff0c32%\u00a0\u7684\u4eba\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u5c06\u6539\u5584\u5c31\u4e1a\u5e02\u573a\u3002<\/li>\n\n\n\n
                  4. \u5728\u4e0d\u540c\u4eba\u7fa4\u4e4b\u95f4\uff0c\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u524d\u666f\u7684\u4e50\u89c2\u9884\u671f\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/mark><\/strong>\u5728\u5bf9\u4eba\u5de5\u667a\u80fd\u6539\u5584\u751f\u6d3b\u80fd\u529b\u7684\u770b\u6cd5\u4e0a\uff0c\u5b58\u5728\u4eba\u53e3\u7edf\u8ba1\u4e0a\u7684\u663e\u8457\u5dee\u5f02\uff0c\u5e74\u8f7b\u4eba\u901a\u5e38\u6301\u66f4\u4e50\u89c2\u7684\u6001\u5ea6\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c59%\u00a0\u7684 Z \u4e16\u4ee3\u53d7\u8bbf\u8005\u9884\u671f\u4eba\u5de5\u667a\u80fd\u5c06\u63d0\u5347\u5176\u5a31\u4e50\u9009\u62e9\uff0c\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5a74\u513f\u6f6e\u4e00\u4ee3\u4e2d\u8fd9\u4e48\u8ba4\u4e3a\u7684\u53ea\u6709 40%\u3002\u6b64\u5916\uff0c\u8f83\u9ad8\u6536\u5165\u548c\u6559\u80b2\u6c34\u5e73\u7684\u4e2a\u4eba\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u5728\u5a31\u4e50\u3001\u5065\u5eb7\u548c\u7ecf\u6d4e\u65b9\u9762\u7684\u79ef\u6781\u4f5c\u7528\u4e5f\u6301\u66f4\u52a0\u80af\u5b9a\u7684\u6001\u5ea6\u3002<\/li>\n\n\n\n
                  5. ChatGPT\u00a0\u5728\u4eba\u4eec\u4e2d\u95f4\u8ba4\u77e5\u5ea6\u9ad8\uff0c\u5e76\u4e14\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u5e94\u7528\u3002<\/mark><\/strong>\u591a\u4f26\u591a\u5927\u5b66\u7684\u4e00\u9879\u56fd\u9645\u8c03\u67e5\u663e\u793a\uff0c63%\u00a0\u7684\u53d7\u8bbf\u8005\u5bf9 ChatGPT \u6709\u6240\u4e86\u89e3\uff0c\u5176\u4e2d\u7ea6\u4e00\u534a\u7684\u4eba\u81f3\u5c11\u6bcf\u5468\u4f7f\u7528\u4e00\u6b21 ChatGPT\u3002<\/strong><\/mark><\/li>\n<\/ol>\n\n\n\n

                    *\u4ee5\u4e0a\u6587\u7ae0\u7ffb\u8bd1\u81ea\u300aArtificial Intelligence Index Report 2024\u300b\uff0c\u5982\u9700\u539f\u6587\uff0c\u8bf7\u4e0e\u6211\u4eec\u8054\u7cfb\u3002<\/em><\/p>\n\n\n\n

                    WF Research \u662f\u4ee5\u7b2c\u4e00\u6027\u539f\u7406\u4e3a\u57fa\u7840\u7684\u4e13\u4e1a\u987e\u95ee\u670d\u52a1\u673a\u6784\uff0c\u6b22\u8fce\u5173\u6ce8\u548c\u7559\u8a00\uff01<\/p>\n\n\n\n

                    \u5fae\u4fe1\u53f7\uff1aAlexqjl<\/p>\n","protected":false},"excerpt":{"rendered":"

                    \u7b2c 1 \u7ae0\uff1a\u7814\u53d1 \u7b2c 2 \u7ae0\uff1a\u6280\u672f\u8868\u73b0 \u7b2c 3 \u7ae0\uff1a\u53ef\u9760\u6027 \u7b2c 4 \u7ae0\uff1a\u7ecf\u6d4e \u7b2c 5 \u7ae0\uff1a\u79d1\u5b66\u4e0e\u533b\u5b66 \u7b2c 6 […]<\/p>\n","protected":false},"author":2,"featured_media":2965,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13,8],"tags":[],"_links":{"self":[{"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/posts\/2964"}],"collection":[{"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2964"}],"version-history":[{"count":4,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/posts\/2964\/revisions"}],"predecessor-version":[{"id":2970,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/posts\/2964\/revisions\/2970"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=\/wp\/v2\/media\/2965"}],"wp:attachment":[{"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2964"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2964"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/blog.cloud500.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2964"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}