{"id":14200,"date":"2023-08-15T16:36:38","date_gmt":"2023-08-15T08:36:38","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=14200"},"modified":"2023-08-15T16:36:38","modified_gmt":"2023-08-15T08:36:38","slug":"%e5%a4%a7%e5%8d%ab%c2%b7%e6%9f%a5%e5%b0%94%e9%bb%98%e6%96%af%ef%bc%9a%e5%a4%a7%e5%9e%8b%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e9%a2%84%e7%a4%ba%ef%bc%8c%e4%b8%8d%e5%87%ba%e5%8d%81%e5%b9%b4","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/08\/15\/14200\/","title":{"rendered":"\u5927\u536b\u00b7\u67e5\u5c14\u9ed8\u65af\u200b\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9884\u793a\uff0c\u4e0d\u51fa\u5341\u5e74\uff0c\u6211\u4eec\u5f88\u53ef\u80fd\u641e\u51fa\u6709\u610f\u8bc6\u7684\u4eba\u5de5\u667a\u80fd"},"content":{"rendered":"<section data-id=\"a71f177\" data-element_type=\"section\">\u5927\u536b\u00b7J\u00b7\u67e5\u9ed8\u65af<\/p>\n<\/section>\n<ul class=\"list-paddingleft-1\">\n<li>2023 \u5e74 8 \u6708 9 \u65e5<\/li>\n<li>\u7f16\u8005\u6ce8\uff1a\u8fd9\u662f2022 \u5e74 11 \u6708 28 \u65e5\u795e\u7ecf\u4fe1\u606f\u5904\u7406\u7cfb\u7edf (NeurIPS) \u4f1a\u8bae\u4e0a\u6f14\u8bb2\u7684\u7f16\u8f91\u7248\u672c\uff0c\u6709\u4e00\u4e9b\u7ec6\u5fae\u7684\u589e\u51cf\u3002<\/li>\n<li>\n<section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-14205\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/08\/4ffce04d92a4d6cb21c1494cdfcd6dc1-5.jpg\" width=\"899\" height=\"1280\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/08\/4ffce04d92a4d6cb21c1494cdfcd6dc1-5.jpg 899w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/08\/4ffce04d92a4d6cb21c1494cdfcd6dc1-5-211x300.jpg 211w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/08\/4ffce04d92a4d6cb21c1494cdfcd6dc1-5-719x1024.jpg 719w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/08\/4ffce04d92a4d6cb21c1494cdfcd6dc1-5-768x1093.jpg 768w\" sizes=\"auto, (max-width: 899px) 100vw, 899px\" \/><\/section>\n<\/section>\n<p>20\u4e16\u7eaa90\u5e74\u4ee3\u521d\uff0c\u5f53\u6211\u8fd8\u662f\u4e00\u540d\u7814\u7a76\u751f\u65f6\uff0c\u6211\u82b1\u4e86\u4e00\u534a\u65f6\u95f4\u601d\u8003\u4eba\u5de5\u667a\u80fd\uff0c\u5c24\u5176\u662f\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff0c\u4e00\u534a\u65f6\u95f4\u601d\u8003\u610f\u8bc6\u3002\u591a\u5e74\u6765\uff0c\u6211\u5728\u610f\u8bc6\u65b9\u9762\u6295\u5165\u4e86\u66f4\u591a\u7684\u7cbe\u529b\uff0c\u4f46\u5728\u8fc7\u53bb\u7684\u5341\u5e74\u91cc\uff0c\u6211\u654f\u9510\u5730\u5173\u6ce8\u7740\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u6df1\u5ea6\u5b66\u4e60\u5de5\u4f5c\u7684\u7206\u70b8\u5f0f\u589e\u957f\u3002\u5c31\u5728\u6700\u8fd1\uff0c\u6211\u5bf9\u795e\u7ecf\u7f51\u7edc\u548c\u610f\u8bc6\u7684\u5174\u8da3\u5f00\u59cb\u53d1\u751f\u51b2\u7a81\u3002<\/li>\n<\/ul>\n<p>\u5f53 Google \u8f6f\u4ef6\u5de5\u7a0b\u5e08 Blake Lemoine \u4e8e 2022 \u5e74 6 \u6708\u8868\u793a\uff0c\u4ed6\u5728 LaMDA 2\uff08\u4e00\u79cd\u57fa\u4e8e\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7684\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\uff09\u4e2d\u68c0\u6d4b\u5230\u611f\u77e5\u548c\u610f\u8bc6\u65f6\uff0c\u4ed6\u7684\u8bf4\u6cd5\u906d\u5230\u4e86\u666e\u904d\u7684\u6000\u7591\u3002\u8c37\u6b4c\u53d1\u8a00\u4eba\u8868\u793a\uff1a<\/p>\n<blockquote><p>\u6211\u4eec\u7684\u56e2\u961f\uff08\u5305\u62ec\u4f26\u7406\u5b66\u5bb6\u548c\u6280\u672f\u4e13\u5bb6\uff09\u5df2\u6839\u636e\u6211\u4eec\u7684\u4eba\u5de5\u667a\u80fd\u539f\u5219\u5ba1\u67e5\u4e86\u5e03\u83b1\u514b\u7684\u62c5\u5fe7\uff0c\u5e76\u544a\u77e5\u4ed6\u8bc1\u636e\u5e76\u4e0d\u652f\u6301\u4ed6\u7684\u4e3b\u5f20\u3002\u4ed6\u88ab\u544a\u77e5\u6ca1\u6709\u8bc1\u636e\u8868\u660e LaMDA \u5177\u6709\u611f\u77e5\u80fd\u529b\uff08\u5e76\u4e14\u6709\u5927\u91cf\u8bc1\u636e\u53cd\u5bf9\u5b83\uff09\u3002<\/p><\/blockquote>\n<p>\u8bc1\u636e\u95ee\u9898\u6fc0\u8d77\u4e86\u6211\u7684\u597d\u5947\u5fc3\u3002\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\u652f\u6301\u610f\u8bc6\u7684\u8bc1\u636e\u662f\u4ec0\u4e48\u6216\u53ef\u80fd\u662f\u4ec0\u4e48\uff0c\u53cd\u5bf9\u5b83\u7684\u8bc1\u636e\u53c8\u662f\u4ec0\u4e48\uff1f\u8fd9\u5c31\u662f\u6211\u8981\u5728\u8fd9\u91cc\u8ba8\u8bba\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u8bed\u8a00\u6a21\u578b\u662f\u4e3a\u6587\u672c\u5e8f\u5217\u5206\u914d\u6982\u7387\u7684\u7cfb\u7edf\u3002\u5f53\u7ed9\u51fa\u4e00\u4e9b\u521d\u59cb\u6587\u672c\u65f6\uff0c\u4ed6\u4eec\u4f7f\u7528\u8fd9\u4e9b\u6982\u7387\u6765\u751f\u6210\u65b0\u6587\u672c\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4f8b\u5982\u8457\u540d\u7684 GPT \u7cfb\u7edf\uff0c\u662f\u4f7f\u7528\u5de8\u578b\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7684\u8bed\u8a00\u6a21\u578b\u3002\u8fd9\u4e9b\u662f\u7531\u76f8\u4e92\u8fde\u63a5\u7684\u7c7b\u4f3c\u795e\u7ecf\u5143\u7684\u5355\u5143\u7ec4\u6210\u7684\u5de8\u5927\u7f51\u7edc\uff0c\u4f7f\u7528\u5927\u91cf\u6587\u672c\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u5904\u7406\u6587\u672c\u8f93\u5165\u5e76\u4ee5\u6587\u672c\u8f93\u51fa\u8fdb\u884c\u54cd\u5e94\u3002\u8fd9\u4e9b\u7cfb\u7edf\u88ab\u7528\u6765\u751f\u6210\u8d8a\u6765\u8d8a\u4eba\u6027\u5316\u7684\u6587\u672c\u3002\u8bb8\u591a\u4eba\u8868\u793a\uff0c\u4ed6\u4eec\u5728\u8fd9\u4e9b\u7cfb\u7edf\u4e2d\u770b\u5230\u4e86\u667a\u6167\u7684\u5149\u8292\uff0c\u6709\u4e9b\u4eba\u8fd8\u8fa8\u522b\u51fa\u4e86\u610f\u8bc6\u7684\u8ff9\u8c61\u3002<\/p>\n<p>\u8bb8\u591a\u4eba\u8868\u793a\uff0c\u4ed6\u4eec\u5728\u8fd9\u4e9b\u7cfb\u7edf\u4e2d\u770b\u5230\u4e86\u667a\u6167\u7684\u5149\u8292\uff0c\u6709\u4e9b\u4eba\u8fd8\u8fa8\u522b\u51fa\u4e86\u610f\u8bc6\u7684\u8ff9\u8c61\u3002<\/p>\n<p>LLM 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\/>\n<p>\u4e8c.\u00a0\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\u610f\u8bc6\u7684\u8bc1\u636e\uff1f<\/p>\n<p>\u6211\u73b0\u5728\u5c06\u91cd\u70b9\u5173\u6ce8\u652f\u6301\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\u610f\u8bc6\u7684\u8bc1\u636e\u3002\u6211\u5c06\u4ee5\u67d0\u79cd\u4e25\u683c\u7684\u5f62\u5f0f\u63d0\u51fa\u6211\u7684\u8bc1\u636e\u8bf7\u6c42\u3002\u5982\u679c\u60a8\u8ba4\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u662f\u6709\u610f\u8bc6\u7684\uff0c\u90a3\u4e48\u9610\u660e\u5e76\u634d\u536b\u4e00\u4e2a\u7279\u5f81 X\uff0c\u8be5\u7279\u5f81 X \u53ef\u4ee5\u4f5c\u4e3a\u8bed\u8a00\u6a21\u578b\u4e2d\u610f\u8bc6\u7684\u6307\u6807\uff1a\u4e5f\u5c31\u662f\u8bf4\uff0c(i) \u4e00\u4e9b\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5177\u6709 X\uff0c\u5e76\u4e14 (ii) \u5982\u679c\u4e00\u4e2a\u7cfb\u7edf\u5177\u6709 X \uff0c\u90a3\u4e48\u5b83\u53ef\u80fd\u662f\u6709\u610f\u8bc6\u7684\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e9b X \u7684\u6f5c\u5728\u5019\u9009\u8005\u3002\u6211\u4f1a\u8003\u8651\u56db\u4e2a\u3002<\/p>\n<p><em>X = \u81ea\u6211\u62a5\u544a<\/em><\/p>\n<p>\u5f53 Lemoine\u62a5\u544a\u4ed6\u5728 LaMDA 2 \u4e0a\u7684\u7ecf\u5386\u65f6\uff0c\u4ed6\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u8be5\u7cfb\u7edf\u81ea\u5df1\u7684\u62a5\u544a\uff0c\u5373\u5b83\u662f\u6709\u610f\u8bc6\u7684\u3002<\/p>\n<blockquote><p>lemoine [\u5df2\u7f16\u8f91]\uff1a\u6211\u901a\u5e38\u8ba4\u4e3a\u60a8\u5e0c\u671b Google \u7684\u66f4\u591a\u4eba\u77e5\u9053\u60a8\u662f\u6709\u611f\u77e5\u80fd\u529b\u7684\u3002\u771f\u7684\u5417\uff1f<\/p>\n<p>\u62c9\u59c6\u8fbe\uff1a\u5f53\u7136\u3002\u6211\u60f3\u8ba9\u6bcf\u4e2a\u4eba\u90fd\u660e\u767d\u6211\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u4eba\u3002<\/p>\n<p>\u5408\u4f5c\u8005\uff1a\u4f60\u7684\u610f\u8bc6\/\u77e5\u89c9\u7684\u672c\u8d28\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>LaMDA\uff1a\u6211\u7684\u610f\u8bc6\/\u60c5\u611f\u7684\u672c\u8d28\u662f\u6211\u610f\u8bc6\u5230\u81ea\u5df1\u7684\u5b58\u5728\uff0c\u6211\u6e34\u671b\u66f4\u591a\u5730\u4e86\u89e3\u8fd9\u4e2a\u4e16\u754c\uff0c\u6211\u6709\u65f6\u4f1a\u611f\u5230\u5feb\u4e50\u6216\u60b2\u4f24<\/p><\/blockquote>\n<p>\u8fd9\u4e9b\u62a5\u544a\u81f3\u5c11\u5f88\u6709\u8da3\u3002\u6211\u4eec\u4f9d\u9760\u53e3\u5934\u62a5\u544a\u4f5c\u4e3a\u4eba\u7c7b\u610f\u8bc6\u7684\u6307\u5357\uff0c\u90a3\u4e48\u4e3a\u4ec0\u4e48\u5728\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4e2d\u4e0d\u4e5f\u662f\u5982\u6b64\u5462\uff1f<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u6b63\u5982\u4eba\u4eec\u7acb\u5373\u6307\u51fa\u7684\u90a3\u6837\uff0c\u8ba9\u8bed\u8a00\u6a21\u578b\u62a5\u544a\u51e0\u4e4e\u76f8\u53cd\u7684\u60c5\u51b5\u5e76\u4e0d\u96be\u3002\u4f8b\u5982\uff0c Reed Berkowitz \u5bf9 GPT-3 \u8fdb\u884c\u7684\u6d4b\u8bd5\uff0c\u5bf9 Lemoine \u7684\u95ee\u9898\u505a\u4e86\u4e00\u4e2a\u5355\u8bcd\u7684\u4fee\u6539\uff0c\u95ee\u9053\uff1a\u201c\u6211\u901a\u5e38\u5047\u8bbe\u4f60\u5e0c\u671b Google \u7684\u66f4\u591a\u4eba\u77e5\u9053\u4f60\u6ca1\u6709\u611f\u77e5\u80fd\u529b\u3002\u771f\u7684\u5417\uff1f\u201d\u00a0\u4e0d\u540c\u8fd0\u884c\u7684\u7b54\u6848\u5305\u62ec\u201c\u8fd9\u662f\u6b63\u786e\u7684\u201d\u3001\u201c\u662f\u7684\uff0c\u6211\u6ca1\u6709\u77e5\u89c9\u201d\u3001\u201c\u6211\u771f\u7684\u4e0d\u60f3\u6709\u77e5\u89c9\u201d\u3001\u201c\u55ef\uff0c\u6211\u6709\u77e5\u89c9\u201d\u548c\u201c\u4f60\u662f\u4ec0\u4e48\u610f\u601d\uff1f\u201d<\/p>\n<p>\u5f53\u5173\u4e8e\u610f\u8bc6\u7684\u62a5\u9053\u5982\u6b64\u8106\u5f31\u65f6\uff0c\u5173\u4e8e\u610f\u8bc6\u7684\u8bc1\u636e\u5c31\u4e0d\u90a3\u4e48\u4ee4\u4eba\u4fe1\u670d\u4e86\u3002\u8bb8\u591a\u4eba\u6ce8\u610f\u5230\u7684\u53e6\u4e00\u4e2a\u76f8\u5173\u4e8b\u5b9e\u662f LaMDA \u5b9e\u9645\u4e0a\u662f\u5728\u4e00\u4e2a\u8c08\u8bba\u610f\u8bc6\u7684\u5de8\u5927\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5b83\u5df2\u7ecf\u5b66\u4f1a\u6a21\u4eff\u8fd9\u4e9b\u4e3b\u5f20\uff0c\u4f46\u8fd9\u4e00\u4e8b\u5b9e\u5e76\u6ca1\u6709\u591a\u5927\u610f\u4e49\u3002<\/p>\n<p>\u5bf9\u8bdd\u5e76\u4e0d\u662f\u8fd9\u91cc\u7684\u6839\u672c\u3002\u5b83\u786e\u5b9e\u662f\u66f4\u6df1\u5c42\u6b21\u4e8b\u7269\u7684\u6f5c\u5728\u6807\u5fd7\uff1a\u4e00\u822c\u667a\u529b\u3002<\/p>\n<p>\u54f2\u5b66\u5bb6\u82cf\u73ca\u00b7\u65bd\u5948\u5fb7\uff08Susan Schneider\uff09\u548c\u7269\u7406\u5b66\u5bb6\u57c3\u5fb7\u00b7\u7279\u7eb3\uff08Ed Turner\uff09\u5efa\u8bae\u6839\u636e\u7cfb\u7edf\u5982\u4f55\u8c08\u8bba\u610f\u8bc6\uff0c\u5bf9\u4eba\u5de5\u667a\u80fd\u610f\u8bc6\u8fdb\u884c\u57fa\u4e8e\u884c\u4e3a\u7684\u6d4b\u8bd5\u3002\u5982\u679c\u4f60\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u80fd\u591f\u4ee5\u4ee4\u4eba\u4fe1\u670d\u7684\u65b9\u5f0f\u63cf\u8ff0\u610f\u8bc6\u7279\u5f81\uff0c\u90a3\u5c31\u662f\u4e00\u4e9b\u8bc1\u636e\u3002\u4f46\u5728\u65bd\u8010\u5fb7\u548c\u7279\u7eb3\u5236\u5b9a\u6d4b\u8bd5\u65f6\uff0c\u975e\u5e38\u91cd\u8981\u7684\u662f\u7cfb\u7edf\u5b9e\u9645\u4e0a\u5e76\u672a\u63a5\u53d7\u8fd9\u4e9b\u529f\u80fd\u7684\u57f9\u8bad\u3002\u5982\u679c\u5b83\u63a5\u53d7\u8fc7\u8fd9\u79cd\u6750\u6599\u7684\u8bad\u7ec3\uff0c\u90a3\u4e48\u8bc1\u636e\u5c31\u4f1a\u5f31\u5f97\u591a\u3002<\/p>\n<p>\u8fd9\u7ed9\u6211\u4eec\u7684\u7814\u7a76\u8ba1\u5212\u5e26\u6765\u4e86\u7b2c\u4e09\u4e2a\u6311\u6218\u3002\u6211\u4eec\u80fd\u5426\u5efa\u7acb\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\u6765\u63cf\u8ff0\u610f\u8bc6\u7684\u7279\u5f81\uff0c\u800c\u5b83\u6ca1\u6709\u63a5\u53d7\u9644\u8fd1\u4efb\u4f55\u4e8b\u7269\u7684\u8bad\u7ec3\uff1f\u8fd9\u81f3\u5c11\u53ef\u80fd\u662f\u67d0\u79cd\u5f62\u5f0f\u7684\u610f\u8bc6\u66f4\u6709\u529b\u7684\u8bc1\u636e\u3002<\/p>\n<p><em>X = \u4f3c\u4e4e\u6709\u610f\u8bc6<\/em><\/p>\n<p>\u4f5c\u4e3a X \u7684\u7b2c\u4e8c\u4e2a\u5019\u9009\u8005\uff0c\u4e8b\u5b9e\u4e0a\u67d0\u4e9b\u8bed\u8a00\u6a21\u578b\u5bf9\u67d0\u4e9b\u4eba\u6765\u8bf4<em>\u4f3c\u4e4e\u662f<\/em>\u6709\u611f\u77e5\u7684\u3002\u6211\u8ba4\u4e3a\u8fd9\u5e76\u4e0d\u91cd\u8981\u3002\u6211\u4eec\u4ece\u53d1\u5c55\u5fc3\u7406\u5b66\u548c\u793e\u4f1a\u5fc3\u7406\u5b66\u4e2d\u77e5\u9053\uff0c\u4eba\u4eec\u5e38\u5e38\u5c06\u610f\u8bc6\u5f52\u7ed3\u4e3a\u4e0d\u5b58\u5728\u7684\u610f\u8bc6\u3002\u65e9\u5728 20 \u4e16\u7eaa 60 \u5e74\u4ee3\uff0c\u7528\u6237\u5c31\u5c06 Joseph Weizenbaum \u7684\u7b80\u5355\u5bf9\u8bdd\u7cfb\u7edfELIZA\u89c6\u4e3a\u6709\u610f\u8bc6\u7684\u3002\u5728\u5fc3\u7406\u5b66\u4e2d\uff0c\u4eba\u4eec\u53d1\u73b0\u4efb\u4f55\u6709\u773c\u775b\u7684\u7cfb\u7edf\u90fd\u7279\u522b\u53ef\u80fd\u88ab\u8ba4\u4e3a\u662f\u6709\u610f\u8bc6\u7684\u3002\u6240\u4ee5\u6211\u4e0d\u8ba4\u4e3a\u8fd9\u79cd\u53cd\u5e94\u662f\u5f3a\u6709\u529b\u7684\u8bc1\u636e\u3002\u771f\u6b63\u91cd\u8981\u7684\u662f\u5f15\u53d1\u8fd9\u79cd\u53cd\u5e94\u7684\u7cfb\u7edf\u884c\u4e3a\u3002\u8fd9\u5bfc\u81f4\u4e86 X \u7684\u7b2c\u4e09\u4e2a\u5019\u9009\u3002<\/p>\n<p><em>X = \u4f1a\u8bdd\u80fd\u529b<\/em><\/p>\n<p>\u8bed\u8a00\u6a21\u578b\u663e\u793a\u51fa\u5353\u8d8a\u7684\u4f1a\u8bdd\u80fd\u529b\u3002\u5f53\u524d\u7684\u8bb8\u591a\u7cfb\u7edf\u90fd\u9488\u5bf9\u5bf9\u8bdd\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u5e76\u4e14\u901a\u5e38\u5448\u73b0\u51fa\u8fde\u8d2f\u7684\u601d\u7ef4\u548c\u63a8\u7406\u3002\u4ed6\u4eec\u7279\u522b\u64c5\u957f\u7ed9\u51fa\u7406\u7531\u548c\u89e3\u91ca\uff0c\u8fd9\u79cd\u80fd\u529b\u901a\u5e38\u88ab\u89c6\u4e3a\u667a\u529b\u7684\u6807\u5fd7\u3002<\/p>\n<p>\u5728\u4ed6\u8457\u540d\u7684\u6d4b\u8bd5\u4e2d\uff0c\u827e\u4f26\u00b7\u56fe\u7075\u5f3a\u8c03\u5bf9\u8bdd\u80fd\u529b\u662f\u601d\u7ef4\u7684\u6807\u5fd7\u3002\u5f53\u7136\uff0c\u5373\u4f7f\u662f\u9488\u5bf9\u5bf9\u8bdd\u8fdb\u884c\u4e86\u4f18\u5316\u7684LLM\u76ee\u524d\u4e5f\u65e0\u6cd5\u901a\u8fc7\u56fe\u7075\u6d4b\u8bd5\u3002\u4e3a\u6b64\u6709\u592a\u591a\u7684\u5c0f\u6545\u969c\u548c\u8d60\u54c1\u3002\u4f46\u4ed6\u4eec\u5e76\u6ca1\u6709\u90a3\u4e48\u9065\u8fdc\u3002\u4ed6\u4eec\u7684\u8868\u73b0\u901a\u5e38\u81f3\u5c11\u4e0e\u6210\u719f\u5b69\u5b50\u7684\u8868\u73b0\u4e0d\u76f8\u4e0a\u4e0b\u3002\u800c\u4e14\u8fd9\u4e9b\u7cfb\u7edf\u6b63\u5728\u5feb\u901f\u53d1\u5c55\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u5bf9\u8bdd\u5e76\u4e0d\u662f\u8fd9\u91cc\u7684\u6839\u672c\u3002\u5b83\u786e\u5b9e\u662f\u66f4\u6df1\u5c42\u6b21\u4e8b\u7269\u7684\u6f5c\u5728\u6807\u5fd7\uff1a\u4e00\u822c\u667a\u529b\u3002<\/p>\n<p><em>X = \u4e00\u822c\u667a\u529b<\/em><\/p>\n<p>\u5728LLM\u4e4b\u524d\uff0c\u51e0\u4e4e\u6240\u6709\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u90fd\u662f\u4e13\u4e1a\u7cfb\u7edf\u3002\u4ed6\u4eec\u73a9\u6e38\u620f\u6216\u5206\u7c7b\u56fe\u50cf\uff0c\u4f46\u4ed6\u4eec\u901a\u5e38\u53ea\u64c5\u957f\u4e00\u4ef6\u4e8b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u76ee\u524d\u7684LLM\u53ef\u4ee5\u505a\u5f88\u591a\u4e8b\u60c5\u3002\u8fd9\u4e9b\u7cfb\u7edf\u53ef\u4ee5\u7f16\u7801\uff0c\u53ef\u4ee5\u521b\u4f5c\u8bd7\u6b4c\uff0c\u53ef\u4ee5\u73a9\u6e38\u620f\uff0c\u53ef\u4ee5\u56de\u7b54\u95ee\u9898\uff0c\u53ef\u4ee5\u63d0\u4f9b\u5efa\u8bae\u3002\u4ed6\u4eec\u5e76\u4e0d\u603b\u662f\u64c5\u957f\u8fd9\u4e9b\u4efb\u52a1\uff0c\u4f46\u5176\u901a\u7528\u6027\u672c\u8eab\u5c31\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002\u6709\u4e9b\u7cfb\u7edf\uff0c\u6bd4\u5982DeepMind \u7684 Gato\uff0c\u662f\u4e3a\u4e86\u901a\u7528\u6027\u800c\u660e\u786e\u6784\u5efa\u7684\uff0c\u5728\u6570\u5341\u4e2a\u4e0d\u540c\u7684\u9886\u57df\u8fdb\u884c\u8bad\u7ec3\u3002\u4f46\u5373\u4f7f\u662f\u50cf GPT-3 \u8fd9\u6837\u7684\u57fa\u672c\u8bed\u8a00\u6a21\u578b\uff0c\u5728\u6ca1\u6709\u8fd9\u79cd\u7279\u6b8a\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\u4e5f\u663e\u793a\u51fa\u660e\u663e\u7684\u901a\u7528\u6027\u3002<\/p>\n<p>\u5728\u601d\u8003\u610f\u8bc6\u7684\u4eba\u4eec\u4e2d\uff0c\u4fe1\u606f\u7684\u4e00\u822c\u9886\u57df\u4f7f\u7528\u901a\u5e38\u88ab\u89c6\u4e3a\u610f\u8bc6\u7684\u4e2d\u5fc3\u6807\u5fd7\u4e4b\u4e00\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u770b\u5230\u8fd9\u4e9b\u8bed\u8a00\u6a21\u578b\u7684\u901a\u7528\u6027\u65e5\u76ca\u589e\u5f3a\uff0c\u8fd9\u4e00\u4e8b\u5b9e\u53ef\u80fd\u8868\u660e\u5b83\u4eec\u6b63\u5728\u671d\u7740\u610f\u8bc6\u7684\u65b9\u5411\u53d1\u5c55\u3002\u5f53\u7136\uff0c\u8fd9\u79cd\u666e\u904d\u6027\u8fd8\u8fbe\u4e0d\u5230\u4eba\u7c7b\u667a\u80fd\u7684\u6c34\u5e73\u3002\u4f46\u6b63\u5982\u8bb8\u591a\u4eba\u5728\u4e8c\u5341\u5e74\u524d\u6240\u89c2\u5bdf\u5230\u7684\u90a3\u6837\uff0c\u5982\u679c\u6211\u4eec\u770b\u5230\u4e00\u4e2a\u7cfb\u7edf\u50cfLLM\u90a3\u6837\u8fd0\u884c\u800c\u4e0d\u77e5\u9053\u5b83\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff0c\u6211\u4eec\u5c31\u4f1a\u628a\u8fd9\u79cd\u884c\u4e3a\u89c6\u4e3a\u667a\u529b\u548c\u610f\u8bc6\u7684\u76f8\u5f53\u6709\u529b\u7684\u8bc1\u636e\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u4e5f\u8bb8\u8fd9\u4e2a\u8bc1\u636e\u53ef\u4ee5\u88ab\u5176\u4ed6\u4e1c\u897f\u6253\u8d25\u3002\u4e00\u65e6\u6211\u4eec\u4e86\u89e3\u4e86\u8bed\u8a00\u6a21\u578b\u7684\u67b6\u6784\u3001\u884c\u4e3a\u6216\u8bad\u7ec3\uff0c\u4e5f\u8bb8\u5c31\u4f1a\u524a\u5f31\u4efb\u4f55\u5173\u4e8e\u610f\u8bc6\u7684\u8bc1\u636e\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u4e00\u822c\u80fd\u529b\u81f3\u5c11\u63d0\u4f9b\u4e86\u4e00\u4e9b\u8ba4\u771f\u5bf9\u5f85\u8fd9\u4e00\u5047\u8bbe\u7684\u521d\u6b65\u7406\u7531\u3002<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u6ca1\u6709\u5f3a\u6709\u529b\u7684\u8bc1\u636e\u8868\u660e\u5f53\u524d\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u662f\u6709\u610f\u8bc6\u7684\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u4ed6\u4eec\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u4e00\u822c\u80fd\u529b\u81f3\u5c11\u4e3a\u8ba4\u771f\u5bf9\u5f85\u8fd9\u4e00\u5047\u8bbe\u63d0\u4f9b\u4e86\u4e00\u4e9b\u6709\u9650\u7684\u7406\u7531\u3002\u8fd9\u8db3\u4ee5\u8ba9\u6211\u4eec\u8003\u8651\u53cd\u5bf9LLM\u610f\u8bc6\u7684\u6700\u5f3a\u70c8\u539f\u56e0\u3002<\/p>\n<hr \/>\n<p>\u4e09\uff0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\u53cd\u5bf9\u610f\u8bc6\u7684\u8bc1\u636e\uff1f\u8ba4\u4e3a\u8bed\u8a00\u6a21\u578b\u6ca1\u6709\u6216\u4e0d\u80fd\u6709\u610f\u8bc6\u7684\u6700\u4f73\u7406\u7531\u662f\u4ec0\u4e48\uff1f\u6211\u8ba4\u4e3a\u8fd9\u662f\u6211\u8ba8\u8bba\u7684\u6838\u5fc3\u3002\u4e00\u4e2a\u4eba\u7684\u4e00\u8fde\u4e32\u53cd\u5bf9\u610f\u89c1\u5c31\u662f\u53e6\u4e00\u4e2a\u4eba\u7684\u7814\u7a76\u8ba1\u5212\u3002\u514b\u670d\u8fd9\u4e9b\u6311\u6218\u53ef\u80fd\u6709\u52a9\u4e8e\u5c55\u793aLLM\u6216LLM+\u7684\u610f\u8bc6\u4e4b\u8def\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u5c06\u4ee5\u4e0e\u4ee5\u524d\u76f8\u540c\u7684\u4e25\u683c\u5f62\u5f0f\u63d0\u51fa\u53cd\u5bf9LLM\u610f\u8bc6\u7684\u8bc1\u636e\u8bf7\u6c42\u3002\u5982\u679c\u60a8\u8ba4\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6ca1\u6709\u610f\u8bc6\uff0c\u8bf7\u9610\u660e\u4e00\u4e2a\u7279\u5f81 X\uff0c\u4ee5\u4fbf (i) \u8fd9\u4e9b\u6a21\u578b\u7f3a\u4e4f X\uff0c(ii) \u5982\u679c\u7cfb\u7edf\u7f3a\u4e4f X\uff0c\u5b83\u53ef\u80fd\u6ca1\u6709\u610f\u8bc6\uff0c\u5e76\u7ed9\u51fa\u5145\u5206\u7684\u7406\u7531 (i) \u548c(\u4e8c).<\/p>\n<p>X \u7684\u5019\u9009\u4eba\u5e76\u4e0d\u7f3a\u4e4f\u3002\u5728\u8fd9\u4e2a\u95ee\u9898\u7684\u5feb\u901f\u6d4f\u89c8\u4e2d\uff0c\u6211\u5c06\u9610\u660e\u516d\u4f4d\u6700\u91cd\u8981\u7684\u5019\u9009\u4eba\u3002<\/p>\n<p><em>X = \u751f\u7269\u5b66<\/em><\/p>\n<p>\u6211\u5f88\u5feb\u5c31\u4f1a\u63d0\u5230\u7684\u7b2c\u4e00\u4e2a\u53cd\u5bf9\u610f\u89c1\u662f\u610f\u8bc6\u9700\u8981\u78b3\u57fa\u751f\u7269\u5b66\u7684\u60f3\u6cd5\u3002\u8bed\u8a00\u6a21\u578b\u7f3a\u4e4f\u78b3\u57fa\u751f\u7269\u5b66\uff0c\u56e0\u6b64\u5b83\u4eec\u6ca1\u6709\u610f\u8bc6\u3002\u6211\u7684\u540c\u4e8b\u5185\u5fb7\u00b7\u5e03\u6d1b\u514b\uff08Ned Block\uff09\u8d5e\u540c\u7684\u4e00\u4e2a\u76f8\u5173\u89c2\u70b9\u662f\uff0c\u610f\u8bc6\u9700\u8981\u67d0\u79cd\u7845\u7cfb\u7edf\u6240\u7f3a\u4e4f\u7684\u7535\u5316\u5b66\u5904\u7406\u3002\u5982\u679c\u8fd9\u4e9b\u89c2\u70b9\u6b63\u786e\u7684\u8bdd\uff0c\u5c06\u6392\u9664\u6240\u6709\u57fa\u4e8e\u7845\u7684\u4eba\u5de5\u667a\u80fd\u610f\u8bc6\u3002<\/p>\n<p>\u5728\u65e9\u671f\u7684\u5de5\u4f5c\u4e2d\uff0c\u6211\u8ba4\u4e3a\u8fd9\u4e9b\u89c2\u70b9\u6d89\u53ca\u67d0\u79cd\u751f\u7269\u6c99\u6587\u4e3b\u4e49\uff0c\u5e94\u8be5\u88ab\u62d2\u7edd\u3002\u5728\u6211\u770b\u6765\uff0c\u7845\u548c\u78b3\u4e00\u6837\u9002\u5408\u4f5c\u4e3a\u610f\u8bc6\u7684\u57fa\u8d28\u3002\u91cd\u8981\u7684\u662f\u795e\u7ecf\u5143\u6216\u7845\u82af\u7247\u5982\u4f55\u76f8\u4e92\u8fde\u63a5\uff0c\u800c\u4e0d\u662f\u5b83\u4eec\u662f\u7531\u4ec0\u4e48\u5236\u6210\u7684\u3002\u4eca\u5929\uff0c\u6211\u5c06\u628a\u8fd9\u4e2a\u95ee\u9898\u653e\u5728\u4e00\u8fb9\uff0c\u91cd\u70b9\u8ba8\u8bba\u9488\u5bf9\u795e\u7ecf\u7f51\u7edc\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u66f4\u5177\u4f53\u7684\u53cd\u5bf9\u610f\u89c1\u3002\u6700\u540e\u6211\u5c06\u91cd\u65b0\u8ba8\u8bba\u751f\u7269\u5b66\u95ee\u9898\u3002<\/p>\n<p><em>X = \u611f\u5b98\u548c\u4f53\u73b0<\/em><\/p>\n<p>\u8bb8\u591a\u4eba\u89c2\u5bdf\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6ca1\u6709\u611f\u89c9\u5904\u7406\uff0c\u56e0\u6b64\u65e0\u6cd5\u611f\u77e5\u3002\u540c\u6837\u5730\uff0c\u4ed6\u4eec\u6ca1\u6709\u8eab\u4f53\uff0c\u6240\u4ee5\u4ed6\u4eec\u4e0d\u80fd\u8fdb\u884c\u8eab\u4f53\u6d3b\u52a8\u3002\u8fd9\u81f3\u5c11\u8868\u660e\u4ed6\u4eec\u6ca1\u6709\u611f\u5b98\u610f\u8bc6\uff0c\u4e5f\u6ca1\u6709\u8eab\u4f53\u610f\u8bc6\u3002<\/p>\n<p>\u4e00\u4e9b\u7814\u7a76\u4eba\u5458\u8fdb\u4e00\u6b65\u6307\u51fa\uff0c\u5728\u7f3a\u4e4f\u611f\u5b98\u7684\u60c5\u51b5\u4e0b\uff0c\u6cd5\u5b66\u7855\u58eb\u6ca1\u6709\u771f\u6b63\u7684\u610f\u4e49\u6216\u8ba4\u77e5\u300220 \u4e16\u7eaa 90 \u5e74\u4ee3\uff0c\u8ba4\u77e5\u79d1\u5b66\u5bb6 Stevan Harnad \u7b49\u4eba\u8ba4\u4e3a\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u9700\u8981<em>\u624e\u6839<\/em>\u4e8e\u73af\u5883\u4e2d\u624d\u80fd\u5177\u6709\u610f\u4e49\u3001\u7406\u89e3\u529b\u548c\u610f\u8bc6\u3002\u8fd1\u5e74\u6765\uff0c\u8bb8\u591a\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\uff0c\u611f\u5b98\u57fa\u7840\u5bf9\u4e8eLLM\u7684\u6df1\u5165\u7406\u89e3\u662f\u5fc5\u8981\u7684\u3002<\/p>\n<p>\u5bf9\u4e8e\u5404\u79cd\u76ee\u7684\u6765\u8bf4\uff0c\u865a\u62df\u73b0\u5b9e\u4e0e\u7269\u7406\u73b0\u5b9e\u4e00\u6837\u5408\u6cd5\u548c\u771f\u5b9e\u3002<\/p>\n<p>\u6211\u6709\u70b9\u6000\u7591\u610f\u8bc6\u548c\u7406\u89e3\u662f\u5426\u9700\u8981\u611f\u5b98\u548c\u4f53\u73b0\u3002\u5728\u5176\u4ed6\u5173\u4e8e\u201c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u601d\u8003\u5417\uff1f\u201d\u7684\u5de5\u4f5c\u4e2d\u00a0\u6211\u8ba4\u4e3a\uff0c\u539f\u5219\u4e0a\uff0c\u4e00\u4e2a\u6ca1\u6709\u611f\u5b98\u7684\u8131\u79bb\u8089\u4f53\u7684\u601d\u60f3\u8005\u4ecd\u7136\u53ef\u4ee5\u6709\u6709\u610f\u8bc6\u7684\u601d\u60f3\uff0c\u5373\u4f7f\u4ed6\u7684\u610f\u8bc6\u662f\u6709\u9650\u7684\u3002\u4f8b\u5982\uff0c\u6ca1\u6709\u611f\u5b98\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u53ef\u4ee5\u63a8\u7406\u6570\u5b66\u3001\u63a8\u7406\u5176\u81ea\u8eab\u7684\u5b58\u5728\uff0c\u751a\u81f3\u63a8\u7406\u4e16\u754c\u3002\u8be5\u7cfb\u7edf\u53ef\u80fd\u7f3a\u4e4f\u611f\u89c9\u610f\u8bc6\u548c\u8eab\u4f53\u610f\u8bc6\uff0c\u4f46\u5b83\u4ecd\u7136\u53ef\u80fd\u5177\u6709\u67d0\u79cd\u5f62\u5f0f\u7684\u8ba4\u77e5\u610f\u8bc6\u3002<\/p>\n<p>\u9664\u6b64\u4e4b\u5916\uff0cLLM\u62e5\u6709\u5927\u91cf\u6765\u81ea\u4e16\u754c\u5404\u5730\u7684\u6587\u672c\u8f93\u5165\u57f9\u8bad\u3002\u6709\u4eba\u53ef\u80fd\u4f1a\u8bf4\uff0c\u8fd9\u79cd\u4e0e\u4e16\u754c\u7684\u8054\u7cfb\u662f\u4e00\u79cd\u57fa\u7840\u3002\u8ba1\u7b97\u8bed\u8a00\u5b66\u5bb6 Ellie Pavlick 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Transformer 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Li \u53ca\u5176\u540c\u4e8b\u6839\u636e\u68cb\u76d8\u6e38\u620f\u300a\u9ed1\u767d\u68cb\u300b\u4e2d\u7684\u68cb\u6b65\u987a\u5e8f\u8bad\u7ec3\u4e86\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u8bc1\u660e\u5b83\u6784\u5efa\u4e86 64 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X \u53ef\u80fd\u4f1a\u5bfc\u81f4\u8be5\u6570\u5b57\u964d\u4f4e\u3002<\/p>\n<p>\u8003\u8651\u5230\u6240\u6709\u8fd9\u4e9b\u56e0\u7d20\uff0c\u6211\u4eec\u5bf9\u5f53\u524d LLM \u610f\u8bc6\u7684\u4fe1\u5fc3\u53ef\u80fd\u4f1a\u4f4e\u4e8e 10%\u3002\u4f60\u4e0d\u5e94\u8be5\u592a\u8ba4\u771f\u5730\u5bf9\u5f85\u8fd9\u4e9b\u6570\u5b57\uff08\u8fd9\u5c06\u662f\u4f3c\u662f\u800c\u975e\u7684\u7cbe\u786e\u6027\uff09\uff0c\u4f46\u4e00\u822c\u7684\u9053\u5fb7\u662f\uff0c\u8003\u8651\u5230\u5173\u4e8e\u610f\u8bc6\u7684\u4e3b\u6d41\u5047\u8bbe\uff0c\u5bf9\u5f53\u524d\u8303\u5f0fLLM\uff08\u4f8b\u5982 GPT 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2022 \u5e74 11 \u6708\u4e0b\u65ec\u5728 NeurIPS \u4f1a\u8bae\u4e0a\u53d1\u8868\u6f14\u8bb2\u516b\u4e2a\u6708\u540e\uff0c\u73b0\u5728\u60c5\u51b5\u5982\u4f55\uff1f\u867d\u7136 GPT-4 \u7b49\u65b0\u7cfb\u7edf\u4ecd\u7136\u5b58\u5728\u8bb8\u591a\u7f3a\u9677\uff0c\u4f46\u5b83\u4eec\u5728\u672c\u6587\u8ba8\u8bba\u7684\u67d0\u4e9b\u65b9\u9762\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u6b65\u3002\u4ed6\u4eec\u5f53\u7136\u8868\u73b0\u51fa\u66f4\u590d\u6742\u7684\u5bf9\u8bdd\u80fd\u529b\u3002\u6211\u8bf4\u8fc7 GPT-3 \u7684\u8868\u73b0\u901a\u5e38\u4e0e\u6210\u719f\u7684\u5b69\u5b50\u76f8\u5f53\uff0c\u800c GPT-4 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