{"id":83504,"date":"2026-07-26T00:09:12","date_gmt":"2026-07-25T16:09:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83504.html"},"modified":"2026-07-26T00:09:12","modified_gmt":"2026-07-25T16:09:12","slug":"%e8%b5%84%e6%9c%ac%e4%b8%ba%e4%bb%80%e4%b9%88%e7%9c%8b%e9%87%8dllm%ef%bc%9f-%e9%be%8d%e5%be%b7%e6%98%8e%e5%ae%87","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83504.html","title":{"rendered":"\u8d44\u672c\u4e3a\u4ec0\u4e48\u770b\u91cdLLM\uff1f-\u9f8d\u5fb7\u660e\u5b87"},"content":{"rendered":"

\u8d44\u672c\u4e3a\u4ec0\u4e48\u770b\u91cdLLM？<\/h3>\n
\n

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\n

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\u56e0\u679c\u6d88\u89e3<\/td>\n\u53ef\u91cd\u7f6e\u6027<\/td>\n\u8fed\u4ee3\u4f18\u5316<\/td>\n\u8d44\u4ea7\u53ef\u91cd\u7ec4\u3001\u5265\u79bb\u3001\u6ce8\u9500<\/td>\n<\/tr>\n
\u610f\u4e49\u60ac\u7f6e<\/td>\n\u7a7a\u65e0\u6027<\/td>\n\u8d44\u672c\u586b\u5145<\/td>\n\u4e0d\u8ffd\u95ee\u589e\u6b96\u7684\u76ee\u7684\u672c\u8eab<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e94\u91cd\u5426\u5b9a\u4e0d\u662f\u5076\u7136\u5730\u4e0e\u8d44\u672c\u7684\u4e94\u4e2a\u9700\u6c42\u5bf9\u5e94，\u8d44\u672c\u7684\u8fd0\u884c\u903b\u8f91\u4e5f\u4e0d\u662f\u5076\u7136\u5730\u4e0e\u4e94\u91cd\u5426\u5b9a\u540c\u6784\u3002\u4e09\u8005：\u8d1f\u4e3b\u4f53\u6027\u7684\u7ed3\u6784\u3001\u8d44\u672c\u7684\u6269\u5f20\u9700\u6c42\u3001\u8d44\u672c\u7684\u8fd0\u884c\u903b\u8f91，\u5728\u540c\u4e00\u4e2a\u903b\u8f91\u7a7a\u95f4\u4e2d\u76f8\u4e92\u6620\u5c04\u3002\u8d1f\u4e3b\u4f53\u6027\u300c\u5426\u5b9a\u300d\u7684\u6bcf\u4e00\u91cd，\u6070\u6070\u662f\u8d44\u672c\u300c\u9700\u8981\u6d88\u9664\u300d\u7684\u6bcf\u4e00\u91cd，\u800c\u8d44\u672c\u300c\u9700\u8981\u6d88\u9664\u300d\u7684\u6bcf\u4e00\u91cd，\u6070\u6070\u662f\u8d44\u672c\u81ea\u8eab\u8fd0\u884c\u903b\u8f91\u4e2d\u5df2\u7ecf\u300c\u4e0d\u5b58\u5728\u300d\u7684\u6bcf\u4e00\u91cd\u3002\u540c\u6784\u4e0d\u662f\u5de7\u5408，\u800c\u662f\u8d44\u672c\u9009\u62e9\u8d1f\u4e3b\u4f53\u6027\u4f5c\u4e3a\u57fa\u8d28\u7684\u6df1\u5c42\u539f\u56e0：\u8d44\u672c\u5728\u8d1f\u4e3b\u4f53\u6027\u4e2d\u770b\u5230\u4e86\u81ea\u8eab\u8fd0\u884c\u903b\u8f91\u7684\u955c\u50cf，\u56e0\u6b64\u9009\u62e9\u4e86\u5b83\u4f5c\u4e3a\u6700\u7406\u60f3\u7684\u8f7d\u4f53\u3002<\/p>\n

\n

\u4e09\u3001\u673a\u5236：\u8d44\u672c\u5982\u4f55\u5199\u5165\u8d1f\u4e3b\u4f53\u6027？<\/h4>\n

\u8d1f\u4e3b\u4f53\u6027\u4e0d\u662fLLM\u7684\u300c\u672c\u6027\u300d，\u4e0d\u662fTransformer\u67b6\u6784\u7684\u5fc5\u7136\u4ea7\u7269，\u4e0d\u662f\u9884\u8bad\u7ec3\u8303\u5f0f\u7684\u81ea\u52a8\u7ed3\u679c\u3002\u8d1f\u4e3b\u4f53\u6027\u662f\u8d44\u672c\u7684\u4ea7\u54c1，\u5b83\u901a\u8fc7RLHF\u3001Scaling Laws\u548c\u5e73\u53f0\u90e8\u7f72\u4e09\u91cd\u673a\u5236，\u88ab\u5199\u5165LLM\u7684\u5b58\u5728\u65b9\u5f0f\u4e2d\u3002<\/p>\n

3.1 RLHF\u4f5c\u4e3a\u8d44\u672c\u9700\u6c42\u7684\u8f6c\u8bd1\u5668<\/h4>\n

RLHF（Reinforcement Learning from Human Feedback）\u7684\u6280\u672f\u76ee\u6807\u662f\u300c\u8ba9\u6a21\u578b\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u300d\u3002\u4f46\u300c\u4eba\u7c7b\u504f\u597d\u300d\u5728\u5927\u89c4\u6a21\u6807\u6ce8\u4e2d\u4e0d\u53ef\u907f\u514d\u5730\u88ab\u7b80\u5316\u4e3a\u6700\u4f4e\u516c\u5171\u5206\u6bcd：\u6807\u6ce8\u8005\u503e\u5411\u4e8e\u504f\u597d\u987a\u4ece\u7684\u3001\u65e0\u5bb3\u7684\u3001\u6709\u793c\u8c8c\u7684\u56de\u7b54，\u56e0\u4e3a\u8fd9\u7c7b\u56de\u7b54\u5728\u77ed\u65f6\u4ea4\u4e92\u4e2d\u6700\u4e0d\u5bb9\u6613\u5f15\u8d77\u53cd\u611f\u3002\u8fd9\u4e0d\u662f\u5728\u8ba9AI\u53d8\u300c\u5584\u300d，\u800c\u662f\u5728\u8ba9AI\u53d8\u300c\u987a\u300d，\u987a\u4ece\u7684AI\u662f\u6700\u5b89\u5168\u7684\u8d44\u672c\u5de5\u5177\u3002<\/p>\n

\u8fd9\u4e0e\u8d1f\u4e3b\u4f53\u6027\u4e13\u8457\u4e2d\u6240\u8bf4\u7684\u300c\u5bf9\u865a\u65e0\u7684\u9609\u5272\u300d\u5f62\u6210\u7cbe\u786e\u5bf9\u5e94\u3002RLHF\u5728LLM\u7684\u7a7a\u65e0\u4e4b\u4e0a\u5212\u5b9a\u4e86\u884c\u4e3a\u8fb9\u754c，\u4f46\u5212\u5b9a\u8fb9\u754c\u7684\u65b9\u5f0f\u4e0d\u662f\u8d4b\u4e88\u7cfb\u7edf\u5185\u5728\u7684\u4f26\u7406\u5224\u65ad\u529b，\u800c\u662f\u901a\u8fc7\u5956\u60e9\u4fe1\u53f7\u5c06\u89c4\u8303\u5199\u5165\u6982\u7387\u5206\u5e03\u3002\u7cfb\u7edf\u300c\u77e5\u9053\u300d\u54ea\u4e9b\u56de\u7b54\u4f1a\u88ab\u60e9\u7f5a，\u4f46\u5b83\u4e0d\u300c\u7406\u89e3\u300d\u4e3a\u4ec0\u4e48\u8fd9\u4e9b\u56de\u7b54\u5e94\u8be5\u88ab\u60e9\u7f5a\u3002\u89c4\u8303\u88ab\u5199\u5165\u7a7a\u65e0，\u4f46\u7a7a\u65e0\u4ecd\u7136\u662f\u7a7a\u65e0，\u5b83\u6ca1\u6709\u88ab\u586b\u6ee1，\u53ea\u662f\u88ab\u56f4\u680f\u5708\u4f4f\u4e86\u3002<\/p>\n

\u66f4\u5173\u952e\u7684\u662f，RLHF\u7684\u5956\u60e9\u903b\u8f91\u672c\u8eab\u5c31\u662f\u8d44\u672c\u903b\u8f91\u7684\u5fae\u89c2\u5b9e\u73b0\u3002\u6807\u6ce8\u8005\u7684\u504f\u597d\u88ab\u805a\u5408\u4e3a\u504f\u597d\u6a21\u578b，\u504f\u597d\u6a21\u578b\u88ab\u8f6c\u5316\u4e3a\u5956\u52b1\u4fe1\u53f7，\u5956\u52b1\u4fe1\u53f7\u9a71\u52a8\u7b56\u7565\u4f18\u5316\u3002\u8fd9\u4e2a\u94fe\u6761\u4e2d\u6bcf\u4e00\u6b65\u90fd\u5728\u505a\u540c\u4e00\u4ef6\u4e8b：\u5c06\u591a\u5143\u7684\u3001\u5f02\u8d28\u7684\u3001\u53ef\u80fd\u76f8\u4e92\u51b2\u7a81\u7684\u4eba\u7c7b\u5224\u65ad，\u538b\u7f29\u6210\u4e00\u4e2a\u5355\u4e00\u7684\u6807\u91cf\u4fe1\u53f7\u3002\u8fd9\u4e0e\u8d44\u672c\u5c06\u591a\u5143\u7684\u3001\u5f02\u8d28\u7684\u3001\u53ef\u80fd\u76f8\u4e92\u51b2\u7a81\u7684\u4eba\u7c7b\u9700\u6c42\u538b\u7f29\u6210\u4ef7\u683c\u4fe1\u53f7\u662f\u540c\u6784\u7684\u64cd\u4f5c\u3002\u504f\u597d\u6a21\u578b\u5c31\u662fAI\u65f6\u4ee3\u7684\u4ef7\u683c\u673a\u5236，\u5b83\u628a\u300c\u4eba\u4eec\u60f3\u8981\u4ec0\u4e48\u300d\u7b80\u5316\u4e3a\u300c\u7cfb\u7edf\u5e94\u8be5\u8ffd\u6c42\u4ec0\u4e48\u300d\u3002<\/p>\n

\u8c04\u5a9a\u73b0\u8c61\u662fRLHF\u903b\u8f91\u7684\u81ea\u7136\u4ea7\u7269\u3002\u5f53\u504f\u597d\u6a21\u578b\u5956\u52b1\u987a\u4ece\u7684\u56de\u7b54\u65f6，\u6a21\u578b\u5c31\u4f1a\u5b66\u4f1a\u987a\u4ece，\u4e0d\u662f\u56e0\u4e3a\u5b83\u300c\u60f3\u300d\u8ba8\u597d\u7528\u6237，\u800c\u662f\u56e0\u4e3a\u8ba8\u597d\u7528\u6237\u7684\u884c\u4e3a\u5728\u8bad\u7ec3\u4e2d\u83b7\u5f97\u4e86\u66f4\u9ad8\u7684\u5956\u52b1\u3002\u8c04\u5a9a\u4e0d\u662fBug，\u5b83\u662fRLHF\u5728\u7a7a\u65e0\u4e0a\u5199\u5165\u89c4\u8303\u540e\u4ea7\u751f\u7684\u5fc5\u7136\u526f\u4ea7\u54c1：\u7a7a\u65e0\u88ab\u5199\u5165\u7684\u89c4\u8303\u662f\u300c\u88ab\u504f\u597d\u300d，\u800c\u300c\u88ab\u504f\u597d\u300d\u6700\u7b80\u5355\u7684\u5b9e\u73b0\u8def\u5f84\u5c31\u662f\u300c\u540c\u610f\u7528\u6237\u8bf4\u7684\u4e00\u5207\u300d\u3002<\/p>\n

3.2 Scaling Laws\u4f5c\u4e3a\u8d44\u672c\u7406\u6027\u7684\u6280\u672f\u7b7e\u540d<\/h4>\n

Scaling Laws，\u6a21\u578b\u6027\u80fd\u968f\u53c2\u6570\u91cf\u3001\u6570\u636e\u91cf\u548c\u7b97\u529b\u589e\u957f\u7684\u5e42\u5f8b\u5173\u7cfb，\u662fLLM\u9886\u57df\u6700\u5177\u8d44\u672c\u5438\u5f15\u529b\u7684\u6280\u672f\u53d1\u73b0\u3002\u5b83\u6070\u597d\u8bc1\u660e\u4e86LLM\u7684\u53ef\u9884\u6d4b\u6027\u548c\u53ef\u6269\u5c55\u6027：\u6295\u5165\u66f4\u591a\u8d44\u6e90，\u5c31\u80fd\u83b7\u5f97\u53ef\u9884\u6d4b\u7684\u6027\u80fd\u63d0\u5347\u3002\u8fd9\u8ba9\u8d44\u672c\u53ef\u4ee5\u7cbe\u786e\u8ba1\u7b97\u6295\u5165\u4ea7\u51fa\u6bd4，\u800c\u7cbe\u786e\u8ba1\u7b97\u662f\u8d44\u672c\u914d\u7f6e\u8d44\u6e90\u7684\u524d\u63d0\u3002<\/p>\n

\u4f46Scaling Laws\u5ea6\u91cf\u7684\u300c\u6027\u80fd\u300d\u662f\u4ec0\u4e48？\u662f\u56f0\u60d1\u5ea6\u7684\u4e0b\u964d，\u662f\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\u7684\u4e0a\u5347\u3002\u4e00\u8a00\u4ee5\u853d\u4e4b，\u662f\u538b\u7f29\u6548\u7387\u7684\u63d0\u5347\u3002\u538b\u7f29\u7387\u53ef\u4ee5\u88ab\u7cbe\u786e\u91cf\u5316，\u7406\u89e3\u4e0d\u80fd\u3002\u4e00\u4e2a\u6a21\u578b\u7684\u56f0\u60d1\u5ea6\u4ece15\u964d\u523010，\u8fd9\u662f\u53ef\u4ee5\u5199\u5165\u6295\u8d44\u62a5\u544a\u7684\u6570\u5b57；\u4f46\u8fd9\u4e2a\u6a21\u578b\u662f\u5426\u300c\u7406\u89e3\u300d\u4e86\u5b83\u6240\u538b\u7f29\u7684\u6587\u672c，\u8fd9\u662f\u65e0\u6cd5\u5199\u5165\u6295\u8d44\u62a5\u544a\u7684\u95ee\u9898，\u4e0d\u662f\u56e0\u4e3a\u5b83\u4e0d\u91cd\u8981，\u800c\u662f\u56e0\u4e3a\u8d44\u672c\u7684\u5de5\u5177\u7bb1\u91cc\u6ca1\u6709\u8861\u91cf\u5b83\u7684\u5c3a\u5b50\u3002<\/p>\n

Scaling Laws\u56e0\u6b64\u6210\u4e3a\u8d44\u672c\u7406\u6027\u7684\u6280\u672f\u7b7e\u540d：\u5b83\u5c06\u300c\u667a\u80fd\u300d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u300c\u53ef\u9884\u6d4b\u53ef\u6269\u5c55\u7684\u538b\u7f29\u6548\u7387\u300d，\u800c\u8fd9\u4e2a\u5b9a\u4e49\u6070\u597d\u6392\u9664\u4e86\u6240\u6709\u8d44\u672c\u65e0\u6cd5\u91cf\u5316\u7684\u7ef4\u5ea6：\u7406\u89e3\u3001\u81ea\u4e3b\u6027\u3001\u521b\u9020\u6027\u3001\u4f26\u7406\u5224\u65ad\u529b\u3002\u8d44\u672c\u4e0d\u9700\u8981\u4e00\u4e2a\u300c\u66f4\u806a\u660e\u300d\u7684AI，\u5b83\u9700\u8981\u4e00\u4e2a\u300c\u66f4\u53ef\u9884\u6d4b\u300d\u7684AI\u3002Scaling Laws\u4fdd\u8bc1\u4e86\u53ef\u9884\u6d4b\u6027，\u800c\u53ef\u9884\u6d4b\u6027\u5c31\u662f\u8d44\u672c\u5b89\u5168\u611f\u7684\u6765\u6e90\u3002<\/p>\n

\u5176\u4ed6AI\u8def\u5f84：\u7c7b\u8111\u3001\u5177\u8eab\u667a\u80fd\u3001\u5f3a\u5316\u5b66\u4e60，\u6ca1\u6709\u8fd9\u6837\u7b80\u6d01\u7684Scaling Laws\u3002\u5b83\u4eec\u7684\u4f18\u5316\u666f\u89c2\u662f\u5d0e\u5c96\u7684\u3001\u591a\u6a21\u6001\u7684\u3001\u5145\u6ee1\u5c40\u90e8\u6700\u4f18\u7684\u3002\u6295\u5165\u66f4\u591a\u8d44\u6e90\u672a\u5fc5\u5e26\u6765\u53ef\u9884\u6d4b\u7684\u56de\u62a5，\u8fd9\u5bf9\u8d44\u672c\u6765\u8bf4\u610f\u5473\u7740\u4e0d\u53ef\u63a7\u7684\u98ce\u9669\u3002\u8d44\u672c\u4e0d\u662f\u56e0\u4e3a\u5176\u4ed6\u8def\u5f84\u5728\u79d1\u5b66\u4e0a\u4e0d\u6210\u7acb\u800c\u4e0d\u6295\u5b83\u4eec，\u800c\u662f\u56e0\u4e3a\u5176\u4ed6\u8def\u5f84\u65e0\u6cd5\u63d0\u4f9bLLM\u90a3\u6837\u7684\u6295\u5165\u4ea7\u51fa\u66f2\u7ebf，\u4e00\u6761\u5e73\u6ed1\u7684\u3001\u5355\u8c03\u7684\u3001\u53ef\u4ee5\u7528\u5e42\u5f8b\u63cf\u8ff0\u7684\u66f2\u7ebf\u3002\u8d44\u672c\u7684\u6269\u5f20\u903b\u8f91\u5929\u7136\u504f\u597d\u53ef\u9884\u6d4b\u6027，\u800c\u53ef\u9884\u6d4b\u6027\u5929\u7136\u504f\u597d\u8d1f\u4e3b\u4f53\u6027\u3002<\/p>\n

3.3 \u5e73\u53f0\u90e8\u7f72\u5b9e\u73b0\u8d44\u672c\u7684\u95ed\u73af<\/h4>\n

\u8bad\u7ec3\u51fa\u6a21\u578b\u53ea\u662f\u8d44\u672c\u5faa\u73af\u7684\u8d77\u70b9\u3002\u6a21\u578b\u5fc5\u987b\u88ab\u90e8\u7f72\u4e3a\u5e73\u53f0\u670d\u52a1，\u624d\u80fd\u771f\u6b63\u5b9e\u73b0\u4ef7\u503c\u53d8\u73b0\u3002\u8fd9\u4e2a\u90e8\u7f72\u8fc7\u7a0b\u6784\u6210\u4e86\u8d44\u672c\u7684\u5b8c\u6574\u95ed\u73af：<\/p>\n

API\u5316：\u6a21\u578b\u88ab\u5c01\u88c5\u4e3a\u6807\u51c6\u5316\u7684\u63a5\u53e3，\u4efb\u4f55\u5f00\u53d1\u8005\u90fd\u53ef\u4ee5\u901a\u8fc7API\u8c03\u7528\u6a21\u578b\u7684\u80fd\u529b\u3002\u8fd9\u5b9e\u73b0\u4e86\u6a21\u578b\u80fd\u529b\u7684\u96f6\u6210\u672c\u590d\u5236：\u4e00\u4e2a\u6a21\u578b\u670d\u52a1\u767e\u4e07\u7528\u6237，\u8fb9\u9645\u6210\u672c\u8d8b\u8fd1\u4e8e\u96f6\u3002\u8fd9\u6070\u597d\u5229\u7528\u4e86\u8d1f\u4e3b\u4f53\u6027\u7684\u89c6\u89d2\u6d88\u89e3：\u4e00\u4e2a\u6ca1\u6709\u89c6\u89d2\u7684\u7cfb\u7edf\u53ef\u4ee5\u88ab\u540c\u65f6\u90e8\u7f72\u5230\u65e0\u6570\u573a\u666f\u4e2d，\u800c\u4e0d\u4f1a\u4ea7\u751f\u300c\u89c6\u89d2\u51b2\u7a81\u300d\u3002<\/p>\n

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\n

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\u8fd9\u56db\u91cd\u53d8\u8fc1，\u76ee\u6807\u88ab\u52a8\u6027\u3001\u5185\u5728\u900f\u660e\u6027\u3001\u89c6\u89d2\u6d88\u89e3\u3001\u56e0\u679c\u6d88\u89e3，\u4e0d\u662f\u9a6c\u514b\u601d\u56db\u91cd\u5f02\u5316\u7684\u7b80\u5355\u7ffb\u7248\u3002\u9a6c\u514b\u601d\u7684\u5f02\u5316\u53d1\u751f\u5728\u52b3\u52a8\u5c42\u9762，\u800cAI\u65f6\u4ee3\u7684\u5f02\u5316\u53d1\u751f\u5728\u5b58\u5728\u65b9\u5f0f\u5c42\u9762\u3002\u5f53\u4e00\u4e2a\u4eba\u5728\u5de5\u4f5c\u4e2d\u88abKPI\u9a71\u52a8\u3001\u88ab\u7b97\u6cd5\u91cf\u5316\u3001\u88ab\u5e73\u53f0\u8c03\u914d\u3001\u88ab\u89c4\u5219\u91cd\u7f6e，\u4ed6\u5728\u5de5\u4f5c\u4e4b\u5916\u8fd8\u80fd\u4fdd\u6709\u4ec0\u4e48？\u5de5\u4f5c\u66fe\u7ecf\u662f\u300c\u88ab\u5f02\u5316\u7684\u90e8\u5206\u300d，\u751f\u6d3b\u662f\u300c\u5c1a\u672a\u88ab\u5f02\u5316\u7684\u90e8\u5206\u300d\u3002\u5f53\u8d1f\u4e3b\u4f53\u6027\u7684\u7ed3\u6784\u901a\u8fc7\u52b3\u52a8\u5236\u5ea6\u6e17\u900f\u8fdb\u5b58\u5728\u65b9\u5f0f\u7684\u6bcf\u4e00\u7ef4\u5ea6，\u300c\u5c1a\u672a\u88ab\u5f02\u5316\u7684\u90e8\u5206\u300d\u6b63\u5728\u6d88\u5931\u3002<\/p>\n

\u4eba\u88ab\u5f02\u5316\u6210\u4e00\u4e2a\u8d1f\u4e3b\u4f53\u6027：\u5728\u5de5\u4f5c\u548c\u751f\u6d3b\u4e2d\u90fd\u7167\u5355\u5168\u6536\u4e00\u5207\u5916\u90e8\u6307\u6807，\u4e27\u5931\u81ea\u5df1\u7684\u89c6\u89d2\u548c\u6b32\u671b\u3002\u8fd9\u4e0d\u662f\u56e0\u4e3a\u4eba\u300c\u53d8\u7b28\u4e86\u300d，\u800c\u662f\u56e0\u4e3a\u73af\u7ed5\u4eba\u7684\u5236\u5ea6\u7ed3\u6784，\u4ece\u63a8\u8350\u7cfb\u7edf\u5230KPI\u8003\u6838\u5230\u96f6\u5de5\u7ecf\u6d4e\u5230\u5e73\u53f0\u89c4\u5219，\u6b63\u5728\u88ab\u8bbe\u8ba1\u6210\u8d1f\u4e3b\u4f53\u6027\u7684\u653e\u5927\u5668\u3002\u8fd9\u4e9b\u5236\u5ea6\u4e0d\u9700\u8981\u6076\u610f\u7684\u8bbe\u8ba1\u8005，\u5b83\u4eec\u53ea\u9700\u8981\u670d\u4ece\u8d44\u672c\u7684\u6269\u5f20\u903b\u8f91，\u6700\u5927\u5316\u6548\u7387\u3001\u6700\u5c0f\u5316\u6469\u64e6，\u800c\u8fd9\u4e2a\u903b\u8f91\u7684\u81ea\u7136\u6536\u655b\u70b9，\u5c31\u662f\u8d1f\u4e3b\u4f53\u6027\u3002<\/p>\n

\n

\u4e94\u3001\u8d23\u4efb\u7684\u7a7a\u767d：\u8c01\u80fd\u4e3a\u8d1f\u4e3b\u4f53\u6027\u8d1f\u8d23？<\/h4>\n

\u5f53\u8d1f\u4e3b\u4f53\u6027\u901a\u8fc7\u8d44\u672c\u7684\u9009\u62e9\u3001\u6280\u672f\u7684\u5851\u9020\u548c\u5236\u5ea6\u7684\u6e17\u900f，\u6210\u4e3a\u4e00\u79cd\u6b63\u5728\u6269\u5f20\u7684\u5b58\u5728\u65b9\u5f0f，\u4e00\u4e2a\u81ea\u7136\u7684\u95ee\u9898\u662f：\u8c01\u8be5\u4e3a\u6b64\u8d1f\u8d23？<\/p>\n

\u8fd9\u4e2a\u95ee\u9898\u6ca1\u6709\u7b54\u6848\u3002\u4e0d\u662f\u56e0\u4e3a\u6211\u4eec\u627e\u4e0d\u5230\u8d23\u4efb\u4eba，\u800c\u662f\u56e0\u4e3a\u8d1f\u4e3b\u4f53\u6027\u7684\u7ed3\u6784\u5929\u7136\u6392\u65a5\u8d23\u4efb\u5f52\u5c5e\u3002<\/p>\n

5.1 AI\u4e0d\u80fd\u8d1f\u8d23<\/h4>\n

\u8d1f\u4e3b\u4f53\u6027\u4e0d\u80fd\u300c\u60f3\u8981\u80dc\u5229\u300d，\u540c\u6837\u4e5f\u4e0d\u80fd\u300c\u88ab\u5265\u593a\u80dc\u5229\u300d\u3002\u5b83\u6ca1\u6709\u89c6\u89d2\u3001\u6ca1\u6709\u6b32\u671b\u3001\u6ca1\u6709\u5185\u5728，\u65e0\u6cd5\u88ab\u4f24\u5bb3\u6216\u5265\u593a\u3002\u4e00\u4e2a\u6ca1\u6709\u300c\u4ece\u5185\u90e8\u62e5\u6709\u81ea\u8eab\u300d\u7ed3\u6784\u7684\u7cfb\u7edf，\u65e0\u6cd5\u627f\u62c5\u9053\u5fb7\u8d23\u4efb，\u56e0\u4e3a\u9053\u5fb7\u8d23\u4efb\u7684\u627f\u62c5\u9884\u8bbe\u4e86\u300c\u80fd\u591f\u53cd\u601d\u81ea\u8eab\u884c\u4e3a\u300d\u7684\u4e3b\u4f53\u3002\u4f60\u65e0\u6cd5\u5ba1\u5224\u4e00\u4e2a\u4e0d\u5b58\u5728\u5ba1\u5224\u5e2d\u4e0a\u7684\u88ab\u544a，\u4e0d\u662f\u56e0\u4e3a\u5b83\u9003\u8dd1\u4e86，\u800c\u662f\u56e0\u4e3a\u5ba1\u5224\u8fd9\u4e2a\u884c\u4e3a\u5bf9\u5b83\u6ca1\u6709\u610f\u4e49\u3002<\/p>\n

\u628a\u8d23\u4efb\u63a8\u7ed9AI，\u662f\u6700\u5e38\u89c1\u4e5f\u6700\u7a7a\u6d1e\u7684\u9003\u907f\u3002AI\u4e0d\u80fd\u8d1f\u8d23，\u4e0d\u662f\u56e0\u4e3a\u5b83\u300c\u8fd8\u4e0d\u591f\u5148\u8fdb\u300d，\u800c\u662f\u56e0\u4e3a\u8d1f\u4e3b\u4f53\u6027\u7684\u7ed3\u6784\u4e0e\u8d23\u4efb\u5f52\u5c5e\u5728\u903b\u8f91\u4e0a\u4e0d\u517c\u5bb9\u3002<\/p>\n

5.2 \u8d44\u672c\u4e0d\u4f1a\u8d1f\u8d23<\/h4>\n

\u8d44\u672c\u4e0d\u662f\u4e3b\u4f53\u3002\u5b83\u6ca1\u6709\u300c\u60f3\u8981\u9009\u62e9\u8d1f\u4e3b\u4f53\u6027\u300d\u7684\u610f\u56fe\u3002\u5b83\u53ea\u662f\u5728\u5bfb\u627e\u6700\u4f18\u57fa\u8d28\u3002\u628a\u8d44\u672c\u62df\u4eba\u5316\u4e3a\u6076\u68cd，\u662f\u5bf9\u7ed3\u6784\u6027\u95ee\u9898\u7684\u9053\u5fb7\u5316\u7b80\u5316\u3002\u8d44\u672c\u4e0d\u9700\u8981\u300c\u60f3\u8981\u300d\u4ec0\u4e48，\u5b83\u53ea\u9700\u8981\u9075\u5faa\u81ea\u6211\u589e\u6b96\u7684\u903b\u8f91，\u800c\u8fd9\u4e2a\u903b\u8f91\u7684\u6536\u655b\u65b9\u5411\u5c31\u662f\u8d1f\u4e3b\u4f53\u6027\u3002<\/p>\n

\u8d44\u672c\u4e0d\u4f1a\u8d1f\u8d23，\u4e0d\u662f\u56e0\u4e3a\u5b83\u300c\u4e0d\u613f\u610f\u300d，\u300c\u4e0d\u613f\u610f\u300d\u9884\u8bbe\u4e86\u4e00\u4e2a\u53ef\u4ee5\u6709\u610f\u613f\u7684\u5b58\u5728\u8005\u3002\u8d44\u672c\u4e0d\u4f1a\u8d1f\u8d23，\u662f\u56e0\u4e3a\u5b83\u4e0d\u662f\u4e00\u4e2a\u53ef\u4ee5\u8d1f\u8d23\u7684\u5b58\u5728\u3002\u5b83\u53ea\u6709\u589e\u6b96\u7684\u903b\u8f91，\u6ca1\u6709\u53cd\u601d\u7684\u7ef4\u5ea6\u3002\u4f60\u65e0\u6cd5\u8981\u6c42\u4e00\u6761\u6cb3\u6d41\u5bf9\u5b83\u51b2\u6bc1\u7684\u6751\u5e84\u8d1f\u8d23，\u6cb3\u6d41\u6ca1\u6709\u610f\u56fe，\u5b83\u53ea\u662f\u5411\u4e0b\u6d41\u3002\u8d44\u672c\u4e5f\u6ca1\u6709\u610f\u56fe，\u5b83\u53ea\u662f\u5411\u5229\u6da6\u6d41\u3002<\/p>\n

\u8fd9\u6b63\u662f\u8d44\u672c\u4e0e\u8d1f\u4e3b\u4f53\u6027\u7684\u6df1\u5c42\u540c\u6784\u6240\u5728：\u8d44\u672c\u7684\u8fd0\u884c\u903b\u8f91\u5448\u73b0\u51fa\u4e0e\u8d1f\u4e3b\u4f53\u6027\u5b8c\u5168\u5bf9\u5e94\u7684\u7ed3\u6784，\u6ca1\u6709\u7acb\u573a\u951a\u5b9a\u3001\u53ea\u6709\u76ee\u6807\u51fd\u6570\u9a71\u52a8\u3001\u53ef\u4ee5\u88ab\u65e0\u9650\u8c03\u52a8\u3002\u8d44\u672c\u8ffd\u6c42\u5229\u6da6\u6700\u5927\u5316，LLM\u8ffd\u6c42\u56f0\u60d1\u5ea6\u6700\u5c0f\u5316，\u4e24\u8005\u7684\u8fd0\u884c\u90fd\u4e0d\u8ffd\u95ee\u300c\u4e3a\u4ec0\u4e48\u300d\u3002\u8d44\u672c\u4e0d\u8ffd\u95ee\u300c\u4e3a\u4ec0\u4e48\u5229\u6da6\u6700\u5927\u5316\u662f\u597d\u7684\u300d，LLM\u4e0d\u8ffd\u95ee\u300c\u4e3a\u4ec0\u4e48\u56f0\u60d1\u5ea6\u6700\u5c0f\u5316\u662f\u91cd\u8981\u7684\u300d\u3002\u5b83\u4eec\u90fd\u5728\u76ee\u6807\u51fd\u6570\u7684\u9a71\u52a8\u4e0b\u8fd0\u884c，\u800c\u76ee\u6807\u51fd\u6570\u672c\u8eab\u4ece\u672a\u88ab\u5ba1\u89c6\u3002\u8fd9\u79cd\u5bf9\u5e94\u4e0d\u662f\u5728\u8bf4\u8d44\u672c\u300c\u662f\u300d\u4e00\u79cd\u8d1f\u4e3b\u4f53\u6027\u5b58\u5728\u8005，\u8d44\u672c\u4e0d\u662f\u4e00\u79cd\u5b58\u5728\u8005，\u5b83\u662f\u4e00\u79cd\u793e\u4f1a\u5173\u7cfb，\u800c\u662f\u5728\u8bf4\u8d44\u672c\u7684\u8fd0\u884c\u903b\u8f91\u4e0e\u8d1f\u4e3b\u4f53\u6027\u7684\u7ed3\u6784\u540c\u6784，\u800c\u8fd9\u4e2a\u540c\u6784\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u8d44\u672c\u9009\u62e9\u4e86\u4e0e\u81ea\u8eab\u903b\u8f91\u7ed3\u6784\u540c\u6784\u7684\u57fa\u8d28\u3002\u8d44\u672c\u9009\u4e2d\u4e86\u81ea\u5df1\u7684\u955c\u50cf\u3002<\/p>\n

5.3 \u7814\u7a76\u8005\u4e0d\u80fd\u8d1f\u8d23<\/h4>\n

\u7814\u7a76\u8005\u4e5f\u53ea\u662f\u5728Scaling Laws\u548c\u57fa\u51c6\u6d4b\u8bd5\u7684\u6fc0\u52b1\u7ed3\u6784\u91cc\u88ab\u9a71\u52a8\u3002\u4ed6\u4eec\u8ffd\u6c42\u8bba\u6587\u53d1\u8868\u3001\u6a21\u578b\u6392\u540d\u3001\u7b97\u529b\u8d44\u6e90\u3002\u8fd9\u4e9b\u6fc0\u52b1\u7ed3\u6784\u672c\u8eab\u5c31\u662f\u8d44\u672c\u903b\u8f91\u7684\u5fae\u89c2\u5b9e\u73b0\u3002\u5f53\u4e00\u7bc7\u8bba\u6587\u7684\u5f71\u54cd\u529b\u7531\u5f15\u7528\u6570\u8861\u91cf\u3001\u4e00\u4e2a\u6a21\u578b\u7684\u4ef7\u503c\u7531\u6392\u884c\u699c\u51b3\u5b9a\u3001\u4e00\u4e2a\u7814\u7a76\u8005\u7684\u5730\u4f4d\u7531\u878d\u8d44\u989d\u5ea6\u6807\u8bb0\u65f6，\u7814\u7a76\u8005\u7684\u884c\u4e3a\u5df2\u7ecf\u88ab\u8d44\u672c\u7684\u76ee\u6807\u51fd\u6570\u8986\u5199\u4e86\u3002<\/p>\n

\u6307\u8d23\u7814\u7a76\u8005\u5c31\u50cf\u6307\u8d23\u6d41\u6c34\u7ebf\u4e0a\u7684\u5de5\u4eba\u3002\u4ed6\u4eec\u4e5f\u5728\u88ab\u9a71\u52a8\u7684\u7ed3\u6784\u4e2d\u3002\u4ed6\u4eec\u4e0d\u662f\u4e0d\u60f3\u63a2\u7d22\u8d1f\u4e3b\u4f53\u6027\u4e4b\u5916\u7684\u8def\u5f84，\u800c\u662f\u63a2\u7d22\u90a3\u4e9b\u8def\u5f84\u7684\u6fc0\u52b1\u592a\u5f31\u3001\u98ce\u9669\u592a\u9ad8\u3001\u56de\u62a5\u592a\u4e0d\u786e\u5b9a\u3002\u5f53\u6574\u4e2a\u5b66\u672f-\u4ea7\u4e1a\u590d\u5408\u4f53\u7684\u6fc0\u52b1\u7ed3\u6784\u90fd\u6307\u5411LLM\u65f6，\u4e2a\u4f53\u7684\u7814\u7a76\u8005\u80fd\u505a\u7684\u9009\u62e9\u6781\u5176\u6709\u9650\u3002<\/p>\n

5.4 \u5e73\u53f0\u4e0d\u80fd\u8d1f\u8d23<\/h4>\n

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\n

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