{"id":415438,"date":"2024-08-19T22:28:15","date_gmt":"2024-08-19T14:28:15","guid":{"rendered":"https:\/\/www.idc.net\/help\/?p=415438"},"modified":"2024-08-19T22:28:15","modified_gmt":"2024-08-19T14:28:15","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b9%9f%e6%9c%89%e6%bc%82%e7%a7%bb%ef%bc%88drift%ef%bc%89%e7%8e%b0%e8%b1%a1%ef%bc%9f%e5%ba%94%e5%bc%95%e8%b5%b7ai%e5%ba%94%e7%94%a8%e5%bc%80%e5%8f%91","status":"publish","type":"post","link":"https:\/\/idc.net\/help\/415438\/","title":{"rendered":"\u5927\u6a21\u578b\u4e5f\u6709\u201c\u6f02\u79fb\uff08Drift\uff09\u201d\u73b0\u8c61\uff1f\u5e94\u5f15\u8d77AI\u5e94\u7528\u5f00\u53d1\u8005\u8b66\u60d5"},"content":{"rendered":"

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1\uff09\u5927\u6a21\u578b\u6f02\u79fb\uff08LLM Drift\uff09<\/h3>\n

\u5927\u6a21\u578b\u6f02\u79fb\uff08LLM Drift\uff09\u662f\u6307\u5728\u8f83\u77ed\u65f6\u95f4\u5185\uff0cLLM\u5728\u5904\u7406\u76f8\u540c\u95ee\u9898\u65f6\u7ed9\u51fa\u7684\u7b54\u6848\u53d1\u751f\u4e86\u663e\u8457\u53d8\u5316\u3002\u8fd9\u79cd\u53d8\u5316\u5e76\u4e0d\u4ec5\u4ec5\u662f\u56e0\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u672c\u8d28\u4e0a\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u6216\u8005\u95ee\u9898\u63d0\u793a\u7684\u8f7b\u5fae\u53d8\u5316\uff0c\u8fd8\u6709\u53ef\u80fd\u662fLLM\u672c\u8eab\u53d1\u751f\u4e86\u53d8\u5316\u3002<\/p>\n

\u65af\u5766\u798f\u548c\u4f2f\u514b\u5229\u6709\u4e00\u9879\u8054\u5408\u7814\u7a76\u300aHow Is ChatGPT\u2019s Behavior Changing over Time?\u300b\uff0c\u5bf9GPT-4 \u548c GPT-3.5 \u5728\u56de\u7b54\u95ee\u9898\u7684\u51c6\u786e\u6027\u8fdb\u884c\u8ddf\u8e2a\uff0c\u7814\u7a76\u53d1\u73b0\uff0c\u65e0\u8bba\u662f GPT-3.5 \u8fd8\u662f GPT-4\uff0c\u5b83\u4eec\u7684\u8868\u73b0\u90fd\u51fa\u73b0\u4e86\u5927\u5e45\u6ce2\u52a8\uff0c\u6709\u7684\u4efb\u52a1\u751a\u81f3\u51fa\u73b0\u4e86\u6027\u80fd\u9000\u5316\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u56db\u4e2a\u6708\u5185\u6a21\u578b\u51c6\u786e\u5ea6\u7684\u6ce2\u52a8\u60c5\u51b5\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u51c6\u786e\u5ea6\u7684\u4e0b\u964d\u76f8\u5f53\u4e25\u91cd\uff0c\u635f\u5931\u4e86\u8d85\u8fc760%\u3002<\/p>\n

\u56fe\u7247<\/p>\n

https:\/\/arxiv.org\/pdf\/2307.09009.pdf<\/p>\n

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\u8be5\u7814\u7a76\u5bf9\u5e94\u7684\u4ee3\u7801\u5e93\uff1ahttps:\/\/github.com\/lchen001\/LLMDrift<\/p>\n

2\uff09\u63d0\u793a\u6f02\u79fb\uff08Prompt Drift\uff09<\/h3>\n

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\u5e02\u9762\u4e0a\u9488\u5bf9\u4e8ePrompt drift\u63d0\u4f9b\u4e86\u4e00\u4e9b\u63d0\u793a\u7ba1\u7406\u548c\u6d4b\u8bd5\u5de5\u5177\uff0c\u4f8b\u5982 ChainForge\uff0cLangSmith\u7b49\u3002<\/p>\n

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\u7ea7\u8054\u653e\u5927<\/h2>\n

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\u8003\u8651\u4e0b\u9762\u7684\u60c5\u5f62\uff1a<\/p>\n

1.\u7528\u6237\u53ef\u80fd\u63d0\u51fa\u7684\u95ee\u9898\u662f\u51fa\u4e4e\u610f\u6599\u7684\u6216\u8005\u6ca1\u6709\u9884\u5148\u8ba1\u5212\u7684\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5bfc\u81f4\u94fe\u5f0f\u5904\u7406\u4e2d\u51fa\u73b0\u610f\u6599\u4e4b\u5916\u7684\u56de\u7b54\u3002<\/p>\n

2.\u524d\u4e00\u4e2a\u73af\u8282\u53ef\u80fd\u4f1a\u51fa\u73b0\u4e0d\u51c6\u786e\u7684\u8f93\u51fa\u6216\u67d0\u79cd\u7a0b\u5ea6\u7684\u504f\u5dee\uff0c\u5728\u540e\u7eed\u73af\u8282\u4e2d\u88ab\u52a0\u5267\u3002<\/p>\n

3.\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u56de\u7b54\u53ef\u80fd\u4e5f\u4f1a\u51fa\u73b0\u610f\u5916\uff0c\u8fd9\u662f\u56e0\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u672c\u8eab\u5c31\u5177\u6709\u4e0d\u786e\u5b9a\u6027\u3002\u63d0\u793a\u6f02\u79fb\u6216\u5927\u8bed\u8a00\u6a21\u578b\u6f02\u79fb\u53ef\u80fd\u5c31\u662f\u5728\u8fd9\u91cc\u5f15\u5165\u7684\u3002<\/p>\n

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