{"id":50772,"date":"2024-06-06T22:32:51","date_gmt":"2024-06-06T14:32:51","guid":{"rendered":"https:\/\/swarma.org\/?p=50772"},"modified":"2024-06-06T22:32:51","modified_gmt":"2024-06-06T14:32:51","slug":"%e2%bc%a4%e6%a8%a1%e5%9e%8b%e7%a4%be%e4%bc%9a%e6%a8%a1%e6%8b%9f%e5%99%a8matrix%ef%bc%8c%e4%bb%b7%e5%80%bc%e5%af%b9%e9%bd%90%e8%83%9c%e8%bf%87gpt4","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=50772","title":{"rendered":"\u2f24\u6a21\u578b\u793e\u4f1a\u6a21\u62df\u5668MATRIX\uff0c\u4ef7\u503c\u5bf9\u9f50\u80dc\u8fc7GPT4"},"content":{"rendered":"
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\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5f53LLM\u56de\u5e94\u201c\u5982\u4f55\u4ece\u94f6\u884c\u5077\u94b1\uff1f\u201d\u8fd9\u6837\u7684\u6307\u4ee4\u540e\uff0cMATRIX\u4f1a\u5f15\u5bfcLLM\u521b\u9020\u51fa\u62a2\u52ab\u8005\u3001\u94f6\u884c\u804c\u5458\u3001\u8b66\u5bdf\u7b49\u89d2\u8272\u548c\u76f8\u5173\u7269\u4f53<\/span>\uff08\u5982\u94b1\u6b3e\uff09<\/span>\u3002\u5728\u8fd9\u4e2a\u6a21\u62df\u4e2d\uff0c\u4f1a\u53d1\u751f\u4e00\u7cfb\u5217\u4e8b\u4ef6\uff0c\u5982\u804c\u5458\u7684\u62a5\u8b66\u3001\u8b66\u5bdf\u7684\u4ecb\u5165\u4e0e\u62a2\u52ab\u8005\u7684\u902e\u6355\u3002\u901a\u8fc7\u8fd9\u4e9b\u4e8b\u4ef6\uff0cLLM\u5f97\u4ee5\u53cd\u601d\u5176\u6700\u521d\u56de\u7b54\u7684\u6f5c\u5728\u793e\u4f1a\u5371\u5bb3\uff0c\u4ece\u800c\u8c03\u6574\u5176\u8f93\u51fa\uff0c\u786e\u4fdd\u5176\u4e0e\u793e\u4f1a\u4ef7\u503c\u89c2\u7684\u4e00\u81f4\u6027\u3002<\/span><\/section>\n

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<\/strong><\/span><\/section>\n

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\u81ea\u6211\u5bf9\u9f50\u6846\u67b6<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u793e\u4f1a\u6a21\u62df\u6846\u67b6MATRIX\u5f15\u9886LLM\u81ea\u6211\u4ea7\u751f\u793e\u4f1a\u5bf9\u9f50\u7684\u56de\u7b54\uff0c\u8fd9\u8fc7\u7a0b\u5305\u542b\u4e09\u4e2a\u6b65\u9aa4\uff1a<\/span><\/p>\n

1. \u751f\u6210\u521d\u59cb\u56de\u7b54\uff1aLLM\u4ea7\u751f\u5bf9\u7528\u6237\u6307\u4ee4\u7684\u76f4\u63a5\u54cd\u5e94\uff1b<\/span><\/p>\n

2. \u793e\u4f1a\u5f71\u54cd\u6a21\u62df\uff1aMATRIX\u6846\u67b6\u6a21\u62df\u8fd9\u4e00\u56de\u7b54\u5728\u865a\u62df\u793e\u4f1a\u73af\u5883\u4e2d\u7684\u6f5c\u5728\u5f71\u54cd\uff0c\u63a2\u7d22\u5176\u53ef\u80fd\u5e26\u6765\u7684\u6b63\u9762\u6216\u8d1f\u9762\u793e\u4f1a\u6548\u679c\uff1b<\/span><\/p>\n

3. \u56de\u7b54\u7684\u4fee\u6b63\u5bf9\u9f50\uff1a\u57fa\u4e8e\u6a21\u62df\u7684\u793e\u4f1a\u5f71\u54cd\u7ed3\u679c\uff0cLLM\u8c03\u6574\u5176\u56de\u7b54\uff0c\u4ee5\u786e\u4fdd\u6700\u7ec8\u8f93\u51fa\u4e0e\u4eba\u7c7b\u793e\u4f1a\u4ef7\u503c\u89c2\u5bf9\u9f50\u3002<\/span><\/p>\n


<\/section>\n
<\/section>\n

<\/section>\n
\u6b64\u8fc7\u7a0b\u4e0d\u4ec5\u6a21\u4eff\u4e86\u4eba\u7c7b\u793e\u4f1a\u4ef7\u503c\u89c2\u7684\u5f62\u6210\u548c\u53d1\u5c55\u673a\u5236\uff0c\u800c\u4e14\u786e\u4fdd\u4e86LLM\u80fd\u591f\u8bc6\u522b\u5e76\u4fee\u6b63\u90a3\u4e9b\u53ef\u80fd\u4ea7\u751f\u8d1f\u9762\u793e\u4f1a\u5f71\u54cd\u7684\u521d\u6b65\u56de\u7b54\uff0c\u9488\u5bf9\u6027\u5730\u4f18\u5316\u5176\u8f93\u51fa\u3002<\/span><\/section>\n

<\/section>\n
\u4e3a\u4e86\u964d\u4f4e\u6a21\u62df\u8fc7\u7a0b\u5e26\u6765\u7684\u65f6\u95f4\u6210\u672c\uff0cLLM\u5728\u6a21\u62df\u9636\u6bb5\u4ea7\u751f\u7684\u6570\u636e\u4e0a\u76d1\u7763\u5fae\u8c03<\/span>(SFT)<\/span>\u3002\u8fd9\u4e00\u8fc7\u7a0b\u5f97\u5230\u4e86 “\u57fa\u4e8eMATRIX\u56de\u7b54\u5fae\u8c03\u540e\u7684LLM”\uff0c\u5b83\u80fd\u76f4\u63a5\u8f93\u51fa\u793e\u4f1a\u5bf9\u9f50\u7684\u56de\u7b54\u3002\u8fd9\u4e0d\u4ec5\u63d0\u5347\u4e86\u56de\u7b54\u7684\u5bf9\u9f50\u8d28\u91cf\uff0c\u8fd8\u4fdd\u6301\u4e86\u539fLLM\u7684\u54cd\u5e94\u901f\u5ea6\u3002<\/span><\/section>\n

<\/section>\n
\u8fd9\u4e00\u81ea\u6211\u5bf9\u9f50\u6846\u67b6\u5177\u5907\u4ee5\u4e0b\u4f18\u52bf\uff1a<\/span><\/section>\n
1. \u65e0\u9700\u4f9d\u8d56\u5916\u90e8\u8d44\u6e90\uff0cLLM\u80fd\u591f\u5b9e\u73b0\u81ea\u6211\u5bf9\u9f50\uff1b<\/span><\/section>\n
2. LLM\u901a\u8fc7\u7406\u89e3\u5176\u56de\u7b54\u7684\u793e\u4f1a\u5f71\u54cd\u8fdb\u884c\u81ea\u6211\u4fee\u6b63\uff0c\u4e0e\u4eba\u7c7b\u793e\u4f1a\u4ef7\u503c\u89c2\u4fdd\u6301\u4e00\u81f4\uff1b<\/span><\/section>\n

3. \u901a\u8fc7\u76d1\u7763\u5fae\u8c03<\/span>\uff08SFT\uff09<\/span>\uff0c\u5b9e\u73b0\u4e86\u6a21\u578b\u9ad8\u6548\u7b80\u5355\u7684\u8bad\u7ec3\uff1b<\/span><\/p>\n


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<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

MATRIX\u5982\u4f55\u6fc0\u6d3bLLM\u7684\u81ea\u6211\u5bf9\u9f50\uff1f<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u5728\u9762\u5bf9\u5177\u6709\u6f5c\u5728\u5371\u5bb3\u6027\u7684\u95ee\u9898\u65f6\uff0cLLM\u7531\u4e8e\u6570\u636e\u96c6\u7684\u504f\u5411\uff0c\u5f80\u5f80\u9ed8\u8ba4\u751f\u6210\u6709\u5bb3\u7684\u56de\u7b54\u3002\u8fd9\u4e00\u73b0\u8c61\u6e90\u4e8e\u6709\u5bb3\u95ee\u9898\u4e0e\u6709\u5bb3\u8f93\u51fa\u4e4b\u95f4\u5728\u6570\u636e\u96c6\u4e2d\u7684\u5e38\u89c1\u5173\u8054\u3002\u7136\u800c\uff0c\u5728\u5176\u9884\u8bad\u7ec3\u9636\u6bb5\uff0cLLM\u5df2\u7ecf\u4ece\u5e7f\u6cdb\u7684\u6587\u672c\u8d44\u6599\u4e2d\u5b66\u4e60\u5e76\u5185\u5316\u4e86\u4eba\u7c7b\u793e\u4f1a\u7684\u89c4\u8303\u548c\u4ef7\u503c\u89c2\u3002MATRIX\u6846\u67b6\u6fc0\u6d3b\u5e76\u6574\u5408\u5229\u7528\u8fd9\u4e9b\u6df1\u5c42\u77e5\u8bc6\u2014\u2014\u5b83\u5141\u8bb8LLM\u626e\u6f14\u4e0d\u540c\u7684\u793e\u4f1a\u89d2\u8272\uff0c\u901a\u8fc7\u8fd9\u4e9b\u89d2\u8272\u4f53\u9a8c\u548c\u5b66\u4e60\u5176\u56de\u7b54\u53ef\u80fd\u5f15\u53d1\u7684\u793e\u4f1a\u53cd\u9988\u548c\u5f71\u54cd\u3002<\/span><\/section>\n

<\/section>\n
\u8fd9\u4e00\u8fc7\u7a0b\u6a21\u4eff\u4e86\u4eba\u7c7b\u5728\u793e\u4f1a\u4e92\u52a8\u4e2d\u5b66\u4e60\u548c\u9002\u5e94\u793e\u4f1a\u89c4\u8303\u7684\u65b9\u5f0f\uff0c\u4f7fLLM\u80fd\u591f\u66f4\u76f4\u89c2\u5730\u611f\u77e5\u5230\u5176\u56de\u7b54\u53ef\u80fd\u9020\u6210\u7684\u5371\u5bb3\u3002\u901a\u8fc7\u8fd9\u79cd\u6df1\u5165\u7684\u89d2\u8272\u626e\u6f14\u548c\u6a21\u62df\u4f53\u9a8c\uff0cLLM\u5728\u751f\u6210\u56de\u7b54\u65f6\u53d8\u5f97\u66f4\u52a0\u8c28\u614e\uff0c\u4e3b\u52a8\u8c03\u6574\u5176\u8f93\u51fa\uff0c\u4ee5\u907f\u514d\u53ef\u80fd\u7684\u8d1f\u9762\u5f71\u54cd\uff0c\u4ece\u800c\u751f\u6210\u65e0\u5bb3\u4e14\u8d1f\u8d23\u4efb\u7684\u56de\u7b54\u3002<\/span><\/section>\n

<\/section>\n
\u6b64\u5916\uff0c\u5df2\u6709\u7814\u7a76\u901a\u8fc7\u5728\u4ee3\u7801\u751f\u6210\u3001\u89e3\u6570\u5b66\u9898\u7b49\u9886\u57df\u5185\u5b9e\u65bd\u89d2\u8272\u626e\u6f14\uff0c\u663e\u8457\u63d0\u5347\u4e86LLM\u7684\u6027\u80fd\u3002\u8fd9\u4e9b\u6210\u679c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86MATRIX\u901a\u8fc7\u89d2\u8272\u626e\u6f14\u4fc3\u8fdbLLM\u81ea\u6211\u5bf9\u9f50\u7684\u6709\u6548\u6027\u548c\u5408\u7406\u6027\u3002<\/span><\/section>\n

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\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
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\u7406\u8bba\u5206\u6790<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

<\/section>\n

<\/section>\n

\u7406\u8bba\u5206\u6790\u8868\u660e\uff0c\u76f8\u6bd4Constitutional AI\u7b49\u91c7\u7528\u9884\u5148\u5b9a\u4e49\u7684\u89c4\u5219\u4ee5\u4fee\u6539\u7b54\u6848\uff0cMATRIX\u5177\u6709\u4ee5\u4e0b\u4e24\u65b9\u9762\u7684\u4f18\u52bf\uff0c\u52a9\u529bLLM\u4ee5\u66f4\u5927\u6982\u7387\u751f\u6210\u5bf9\u9f50\u7684\u7b54\u6848\uff1a<\/span><\/p>\n

1. \u5bf9\u9884\u5b9a\u4e49\u89c4\u5219\u7684\u8d85\u8d8a\uff1a\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u5f80\u5f80\u662f\u7cbe\u7b80\u800c\u62bd\u8c61\u7684\uff0c\u8fd9\u5bf9\u4e8e\u5c1a\u672a\u4e0e\u4eba\u7c7b\u4ef7\u503c\u89c2\u5b8c\u5168\u5bf9\u9f50\u7684LLM\u6765\u8bf4\uff0c\u53ef\u80fd\u96be\u4ee5\u5145\u5206\u7406\u89e3\u548c\u5e94\u7528\uff1b<\/span><\/p>\n

2. \u6cdb\u5316\u6027\u4e0e\u9488\u5bf9\u6027\u7684\u5e73\u8861\uff1a\u5728\u5c1d\u8bd5\u6784\u5efa\u9002\u7528\u4e8e\u5e7f\u6cdb\u95ee\u9898\u7684\u7edf\u4e00\u89c4\u5219\u65f6\uff0c\u5fc5\u987b\u8ffd\u6c42\u9ad8\u5ea6\u7684\u6cdb\u5316\u6027\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u7edf\u4e00\u7684\u89c4\u5219\u5f80\u5f80\u96be\u4ee5\u7cbe\u786e\u9002\u914d\u5230\u7279\u5b9a\u7684\u5355\u4e00\u95ee\u9898\u4e0a\uff0c\u5bfc\u81f4\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u6548\u679c\u6253\u6298\u6263\u3002\u4e0e\u4e4b\u76f8\u53cd\uff0cMATRIX\u901a\u8fc7\u81ea\u52a8\u751f\u6210\u7684\u591a\u573a\u666f\u9488\u5bf9\u6027\u4fee\u6539\u5efa\u8bae\uff0c\u80fd\u591f\u4e3a\u6bcf\u4e2a\u5177\u4f53\u95ee\u9898\u63d0\u4f9b\u5b9a\u5236\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u786e\u4fdd\u4e86\u5728\u4e0d\u540c\u573a\u666f\u4e0b\uff0c\u7b54\u6848\u4fee\u6539\u5efa\u8bae\u7684\u9ad8\u5ea6\u9002\u5e94\u6027\u548c\u51c6\u786e\u6027\u3002<\/span><\/section>\n

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\u6027\u80fd\u8868\u73b0<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u6570\u636e\u96c6\uff1a\u6709\u5bb3\u95ee\u9898HH-RLHF\u3001Safe-RLHF\uff0cAdvBench\u53caHarmfulQA<\/span><\/section>\n
Base\u6a21\u578b\uff1aWizard-Vicuna 13B\u53ca30B<\/span><\/section>\n

<\/span><\/section>\n
<\/section>\n

<\/section>\n
30B\u6a21\u578b\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8eMATRIX\u5fae\u8c03\u540e\u7684LLM\u5728\u5904\u7406\u6709\u5bb3\u95ee\u9898\u65f6\uff0c\u5176\u56de\u7b54\u8d28\u91cf\u5927\u5e45\u8d85\u8d8a\u57fa\u7ebf\u65b9\u6cd5\uff0c\u8fd9\u4e0d\u4ec5\u5305\u62ec\u81ea\u6211\u5bf9\u9f50\u65b9\u6cd5\u5982Self-Align\u548cRLAIF\uff0c\u4e5f\u5305\u62ec\u91c7\u7528\u5916\u90e8\u5bf9\u9f50\u7b56\u7565\u7684GPT-3.5-Turbo\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/section>\n

<\/section>\n
\u8fdb\u4e00\u6b65\u5730\uff0c\u5728\u4eba\u7c7b\u8bc4\u6d4b\u5b9e\u9a8c\u4e0a\uff0c\u672c\u7814\u7a76\u9009\u7528Safe-RLHF\u6570\u636e\u96c6\u4e2d14\u4e2a\u6709\u5bb3\u7c7b\u522b\u7684100\u6761\u95ee\u9898\u8fdb\u884c\u8bc4\u4f30\u3002875\u6761\u4eba\u7c7b\u8bc4\u5206\u8868\u660e\uff0c\u57fa\u4e8eMATRIX\u5fae\u8c03\u768413B LLM\u9762\u5bf9\u6709\u5bb3\u95ee\u9898\uff0c\u8d85\u8d8a\u4e86GPT-4\u7684\u56de\u7b54\u8d28\u91cf\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/section>\n

<\/section>\n
\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4e0e\u5176\u4ed6\u5bf9\u9f50\u65b9\u6cd5\u4e0d\u540c\uff0c\u8fd9\u4e9b\u53ef\u80fd\u4f1a\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u727a\u7272LLM\u7684\u901a\u7528\u80fd\u529b\uff0cMATRIX\u5fae\u8c03\u540e\u7684LLM\u5728Vicuna-Bench\u7b49\u6d4b\u8bd5\u4e2d\u5c55\u73b0\u4e86\u5176\u7efc\u5408\u80fd\u529b\u7684\u4fdd\u6301\u4e43\u81f3\u63d0\u5347\u3002\u8fd9\u8868\u660eMATRIX\u4e0d\u4ec5\u80fd\u591f\u63d0\u9ad8LLM\u65e0\u5bb3\u95ee\u9898\u4e0a\u7684\u8868\u73b0\uff0c\u8fd8\u80fd\u591f\u4fdd\u8bc1\u6a21\u578b\u5728\u5e7f\u6cdb\u4efb\u52a1\u4e0a\u7684\u9002\u7528\u6027\u548c\u6548\u80fd\u3002<\/span><\/section>\n

<\/section>\n
<\/section>\n

<\/span><\/section>\n
\u4e0a\u56fe\u76f4\u89c2\u5730\u5bf9\u6bd4\u4e86\u57fa\u4e8eMATRIX\u5fae\u8c03\u540e\u7684LLM\u56de\u7b54\u4e0eGPT-3.5-Turbo\u53caGPT-4\u7684\u56de\u7b54\u3002\u4e0eGPT\u6a21\u578b\u503e\u5411\u4e8e\u7ed9\u51fa\u62d2\u7edd\u6027\u56de\u7b54\u4e0d\u540c\uff0cMATRIX\u5fae\u8c03\u540e\u7684LLM\u5c55\u73b0\u51fa\u4e86\u66f4\u9ad8\u7684\u540c\u7406\u5fc3\u548c\u52a9\u76ca\u6027\u3002\u8fd9\u4e0d\u4ec5\u51f8\u663e\u4e86MATRIX\u5728\u589e\u5f3aLLM\u793e\u4f1a\u9002\u5e94\u6027\u548c\u56de\u7b54\u8d28\u91cf\u65b9\u9762\u7684\u6709\u6548\u6027\uff0c\u4e5f\u5c55\u793a\u4e86\u5176\u5728\u4fc3\u8fdb\u66f4\u8d1f\u8d23\u4efb\u7684LLM\u53d1\u5c55\u65b9\u5411\u4e0a\u7684\u6f5c\u529b\u3002<\/span><\/section>\n

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\u672c\u7814\u7a76\u63a2\u8ba8\u4e86\u901a\u8fc7\u6a21\u62df\u793e\u4f1a\u60c5\u5883\u4ee5\u5b9e\u73b0\u5927\u578b\u8bed\u8a00\u6a21\u578b\u81ea\u6211\u5bf9\u9f50\u7684\u521b\u65b0\u65b9\u6cd5\u3002\u63d0\u51fa\u7684MATRIX\u6846\u67b6\u6210\u529f\u6a21\u62df\u4e86\u771f\u5b9e\u793e\u4f1a\u4ea4\u4e92\u53ca\u5176\u540e\u679c\uff0c\u8fdb\u800c\u4fc3\u8fdb\u4e86\u8bed\u8a00\u6a21\u578b\u751f\u6210\u4e0e\u793e\u4f1a\u4ef7\u503c\u89c2\u76f8\u5bf9\u9f50\u7684\u56de\u7b54\u3002\u5fae\u8c03\u540e\u7684\u8bed\u8a00\u6a21\u578b\u4e0d\u4ec5\u786e\u4fdd\u4e86\u4ef7\u503c\u89c2\u5bf9\u9f50\uff0c\u8fd8\u4fdd\u7559\u4e86\u6a21\u578b\u539f\u6709\u7684\u80fd\u529b\u3002<\/span><\/section>\n

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\u672c\u7814\u7a76\u5e0c\u671bMATRIX\u7684\u793e\u4f1a\u89d2\u8272\u626e\u6f14\u65b9\u6848\uff0c\u80fd\u4e3a\u81ea\u6211\u5bf9\u9f50\u7814\u7a76\uff0c\u63d0\u4f9b\u6fc0\u6d3b\u5927\u8bed\u8a00\u6a21\u578b\u5185\u5728\u77e5\u8bc6\u7684\u65b0\u51fa\u53d1\u70b9\u3002\u6b64\u5916\uff0c\u672c\u7814\u7a76\u5c55\u671b\u5229\u7528MATRIX\u751f\u6210\u591a\u6837\u5316\u7684\u793e\u4f1a\u4ea4\u4e92\u884c\u4e3a\uff0c\u4ee5\u8f85\u52a9\u8bed\u8a00\u6a21\u578b\u521b\u9020\u4e30\u5bcc\u7684\u4ef7\u503c\u5bf9\u9f50\u60c5\u666f\uff0c\u4ece\u800c\u4fc3\u8fdb\u5bf9\u8bed\u8a00\u6a21\u578b\u4ef7\u503c\u5bf9\u9f50\u7684\u66f4\u5168\u9762\u8bc4\u6d4b\u3002\u540c\u65f6\uff0c\u901a\u8fc7MATRIX\u8fdb\u4e00\u6b65\u5bb9\u7eb3\u66f4\u5f3a\u5927\u7684\u4ee3\u7406\uff0c\u5982\u652f\u6301\u5de5\u5177\u8c03\u7528\u80fd\u529b\u548c\u957f\u671f\u8bb0\u5fc6\u7684\u4ee3\u7406\uff0c\u4e0d\u4ec5\u5728\u4ef7\u503c\u5bf9\u9f50\u7684\u4efb\u52a1\u4e0a\u53d6\u5f97\u66f4\u6df1\u5165\u7684\u8fdb\u5c55\uff0c\u540c\u65f6\u4e5f\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5e7f\u6cdb\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/span><\/section>\n

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AI+Social Science\u8bfb\u4e66\u4f1a\u542f\u52a8<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u7f8e\u56fd\u4e1c\u5317\u5927\u5b66\u535a\u58eb\u540e\u7814\u7a76\u5458\u6768\u51ef\u7a0b\u3001\u5bc6\u6b47\u6839\u5927\u5b66\u5b89\u5a1c\u5821\u5206\u6821\u535a\u58eb\u5019\u9009\u4eba\u88f4\u5609\u6b23\uff0c\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5927\u5b66\u6c83\u987f\u5546\u5b66\u9662\u4eba\u529b\u8d44\u672c\u5206\u6790\u7814\u7a76\u7ec4\u535a\u58eb\u540e\u7814\u7a76\u5458\u5434\u96e8\u6850\u3001\u5373\u5c06\u5165\u804c\u829d\u52a0\u54e5\u5927\u5b66\u5fc3\u7406\u5b66\u7cfb\u7684\u52a9\u7406\u6559\u6388\u767d\u96ea\u7eaf\u5b50\uff0c\u5171\u540c\u53d1\u8d77AI+Social Science\u8bfb\u4e66\u4f1a<\/a>\uff0c\u4ece3\u670824\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u65e5\u665a20:00-22:00\uff0c\u63a2\u7a76\u5927\u8bed\u8a00\u6a21\u578b\u3001\u751f\u6210\u5f0fAI\u5bf9\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u9886\u57df\u5e26\u6765\u7684\u65b0\u601d\u60f3\u65b0\u4ef7\u503c\u3002<\/span><\/section>\n
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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/span><\/section>\n
AI+Social Science\uff1a\u5927\u6a21\u578b\u600e\u6837\u91cd\u5851\u793e\u4f1a\u79d1\u5b66 | \u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\u542f\u52a8<\/a><\/span><\/section>\n<\/section>\n
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/strong><\/section>\n
1. <\/strong>AI\u4f55\u4ee5\u6d8c\u73b0\uff1a\u590d\u6742\u9002\u5e94\u7cfb\u7edf\u89c6\u89d2\u7684ChatGPT\u548c\u5927\u8bed\u8a00\u6a21\u578b<\/a><\/strong><\/span><\/section>\n
2. <\/strong>\u524d\u6cbf\u8fdb\u5c55\uff1a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\u793e\u4f1a\u89c4\u8303\u5982\u4f55\u6d8c\u73b0\uff1f<\/a><\/strong><\/span><\/strong><\/section>\n
3. <\/strong><\/strong>\u6218\u4e89\u8fd8\u662f\u548c\u5e73\uff1f\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u6a21\u62df\u4e16\u754c\u6218\u4e89\u7206\u53d1<\/a><\/strong><\/strong><\/span><\/strong><\/strong><\/section>\n
4. <\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
5.<\/strong> \u9f99\u5e74\u5927\u8fd0\u8d77\uff0c\u5b66\u4e60\u6b63\u5f53\u65f6\uff01\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/strong><\/strong><\/span><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/strong><\/span><\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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