{"id":10020079,"date":"2024-05-13T00:00:00","date_gmt":"2024-05-13T00:00:00","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020079"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T16:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020079","title":{"rendered":"\u4e07\u5b57\u957f\u6587\u603b\u7ed3\u63d0\u793a\u8bcd\u6280\u5de7\uff01\u65b0\u52a0\u5761\u9996\u5c4aGPT-4\u63d0\u793a\u5de5\u7a0b\u5927\u8d5b\u51a0\u519b\u6700\u65b0\u5206\u4eab"},"content":{"rendered":"<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2023\/04\/13\/72330732-d9df-11ed-8fc2-00163e0b5ff3.jpg\" \/><\/p>\n<p>\u65b0\u52a0\u5761\uff08GovTech\uff09\u4e3e\u529e\u4e86\u9996\u5c4aGPT-4\u63d0\u793a\u5de5\u7a0b\u7ade\u8d5b\uff0cSheila 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class=\"jltoc--item\">\u4e00\u3001\u4f7f\u7528CO-STAR\u6846\u67b6\u6784\u5efa\u63d0\u793a\u4fe1\u606f<\/h2>\n<p>\u6709\u6548\u7684\u63d0\u793a\u7ed3\u6784\u5bf9\u4e8e\u4eceLLM\u90a3\u91cc\u83b7\u53d6\u6700\u4f73\u56de\u590d\u81f3\u5173\u91cd\u8981\u3002CO-STAR\u6846\u67b6\u662f\u65b0\u52a0\u5761\u653f\u5e9c\u79d1\u6280\u90e8\u6570\u636e\u79d1\u5b66\u4e0e\u4eba\u5de5\u667a\u80fd\u56e2\u961f\u7684\u5fc3\u8840\u7ed3\u6676\uff0c\u662f\u6784\u5efa\u63d0\u793a\u7684\u4fbf\u6377\u6a21\u677f\u3002<\/p>\n<p>\u5b83\u8003\u8651\u5230\u4e86LLM\u56de\u7b54\u7684\u6709\u6548\u6027\u548c\u76f8\u5173\u6027\u7684\u6240\u6709\u5173\u952e\u65b9\u9762\uff0c\u4ece\u800c\u4f7f\u56de\u7b54\u66f4\u52a0\u4f18\u5316\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/yEH58CLGMGQThgMxzJnv.jpeg\" 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\/>\n\u6211\u516c\u53f8\u5728Facebook\u4e0a\u7684\u53d7\u4f17\u901a\u5e38\u662f\u8001\u4e00\u4ee3\u4eba\u3002\u8bf7\u9488\u5bf9\u8fd9\u90e8\u5206\u53d7\u4f17\u901a\u5e38\u5bf9\u7f8e\u53d1\u4ea7\u54c1\u7684\u8981\u6c42\uff0c\u91cf\u8eab\u5b9a\u5236\u4f60\u7684\u5e16\u5b50\u3002<br \/>\n#\u56de\u590d#<br \/>\nFacebook\u4e0a\u7684\u5e16\u5b50\uff0c\u7b80\u660e\u627c\u8981\u800c\u53c8\u5bcc\u6709\u611f\u67d3\u529b\u3002<\/p>\n<\/blockquote>\n<p>\u901a\u8fc7\u5e94\u7528CO-STAR\uff0cGPT-4\u7684\u56de\u590d\u53d8\u5f97\u66f4\u6709\u9488\u5bf9\u6027\u3001\u66f4\u6709\u6548\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/GRiFyoZlNsTihThbMNca.png\" \/><\/p>\n<blockquote>\n<p>\u7528Alpha Beta\u62e5\u62b1\u8f7b\u677e\u4f18\u96c5&#8211;\u667a\u6167\u4e00\u4ee3\u7684\u8d85\u5feb\u5439\u98ce\u673a\u3002<\/p>\n<p>\u4f7f\u7528Alpha Beta\uff0c\u91cd\u65b0\u627e\u56de\u7b80\u5355\u6709\u6548\u7684\u62a4\u53d1\u4e50\u8da3\u3002\u6211\u4eec\u7684\u6700\u65b0\u521b\u65b0\u4ea7\u54c1\u4e0d\u4ec5\u4ec5\u662f\u4e00\u6b3e\u5439\u98ce\u673a\uff0c\u5b83\u8fd8\u662f\u4e00\u4e2a\u627f\u8bfa\uff0c\u4e3a\u90a3\u4e9b\u70ed\u7231\u751f\u6d3b\u7684\u4eba\u63d0\u4f9b\u5feb\u901f\u3001\u8f7b\u67d4\u3001\u53ef\u9760\u7684\u5934\u53d1\u9020\u578b\u3002<\/p>\n<p>&#8211; \u7b80\u5355\u76f4\u89c2\uff1a\u544a\u522b\u590d\u6742\u7684\u5c0f\u5de5\u5177\u3002Alpha Beta\u4e3a\u8212\u9002\u548c\u7b80\u4fbf\u800c\u8bbe\u8ba1\uff0c\u975e\u5e38\u9002\u5408\u90a3\u4e9b\u770b\u4e2d\u76f4\u63a5\u3001\u65e0\u5fe7\u6280\u672f\u7684\u4eba\u3002<\/p>\n<p>&#8211; \u7701\u5fc3\u6280\u672f\uff1a\u6211\u4eec\u77e5\u9053\u4f60\u7684\u65f6\u95f4\u975e\u5e38\u5b9d\u8d35\u3002\u56e0\u6b64\uff0cAlpha Beta\u53ef\u4ee5\u5927\u5927\u7f29\u77ed\u5439\u5e72\u65f6\u95f4\uff0c\u8ba9\u4f60\u6709\u66f4\u591a\u65f6\u95f4\u4eab\u53d7\u751f\u6d3b\u7684\u4e50\u8da3\u3002\u4f7f\u7528Alpha Beta\uff0c\u8ba9\u6bcf\u4e00\u5929\u90fd\u6210\u4e3a\u7f8e\u597d\u7684\u4e00\u5929\u3002\u4f53\u9a8c\u7cbe\u81f4\u4e0e\u7b80\u7ea6\u7684\u5b8c\u7f8e\u878d\u5408\u3002<\/p>\n<\/blockquote>\n<p>CO-STAR\u6846\u67b6\u6307\u5bfc\u4f60\u6709\u6761\u4e0d\u7d0a\u5730\u5411LLM\u63d0\u4f9b\u6709\u5173\u4efb\u52a1\u7684\u6240\u6709\u5173\u952e\u4fe1\u606f\uff0c\u786e\u4fdd\u6839\u636e\u4f60\u7684\u9700\u6c42\u63d0\u4f9b\u91cf\u8eab\u5b9a\u5236\u7684\u4f18\u5316\u56de\u590d\u3002<\/p>\n<h2  id=\"toc-2\" class=\"jltoc--item\">\u4e8c\u3001\u4f7f\u7528\u5206\u9694\u7b26\u5c06\u63d0\u793a\u8bcd\u5206\u6bb5<\/h2>\n<p>\u5206\u9694\u7b26\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u6807\u8bb0\uff0c\u53ef\u5e2e\u52a9LLM\u533a\u5206\u63d0\u793a\u8bcd\u7684\u54ea\u4e9b\u90e8\u5206\u5e94\u88ab\u89c6\u4e3a\u4e00\u4e2a\u610f\u4e49\u5355\u5143\u3002\u8fd9\u4e00\u70b9\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u4f60\u7684\u6574\u4e2a\u63d0\u793a\u4fe1\u606f\u662f\u4f5c\u4e3a\u4e00\u957f\u4e32\u6807\u8bb0\u7b26\u5230\u8fbeLLM\u7684\u3002<\/p>\n<p>\u5206\u9694\u7b26\u901a\u8fc7\u5bf9\u63d0\u793a\u8bcd\u7684\u7279\u5b9a\u90e8\u5206\u8fdb\u884c\u533a\u522b\u5bf9\u5f85\uff0c\u4e3a\u8fd9\u4e00\u8bed\u7d20\u5e8f\u5217\u5851\u9020\u4e86\u7ed3\u6784\u3002<\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5bf9\u4e8e\u7b80\u5355\u7684\u4efb\u52a1\uff0c\u5206\u9694\u7b26\u53ef\u80fd\u4e0d\u4f1a\u5f71\u54cdLLM\u7684\u56de\u590d\u8d28\u91cf\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u4efb\u52a1\u8d8a\u590d\u6742\uff0c\u4f7f\u7528\u5206\u9694\u7b26\u8fdb\u884c\u5206\u6bb5\u5bf9LLM\u56de\u7b54\u7684\u5f71\u54cd\u5c31\u8d8a\u5927\u3002<\/p>\n<h3>1. \u5c06\u5206\u9694\u7b26\u7528\u4f5c\u7279\u6b8a\u5b57\u7b26<\/h3>\n<p>\u5206\u9694\u7b26\u53ef\u4ee5\u662f\u4efb\u4f55\u901a\u5e38\u4e0d\u4f1a\u540c\u65f6\u51fa\u73b0\u7684\u7279\u6b8a\u5b57\u7b26\u5e8f\u5217\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>###<\/li>\n<li>===<\/li>\n<li>&gt;&gt;&gt; &gt;&gt;&gt;<\/li>\n<\/ul>\n<p>\u6240\u9009\u7279\u6b8a\u5b57\u7b26\u7684\u6570\u91cf\u548c\u7c7b\u578b\u5e76\u4e0d\u91cd\u8981\uff0c\u53ea\u8981\u5b83\u4eec\u8db3\u591f\u72ec\u7279\uff0c\u80fd\u8ba9LLM\u5c06\u5176\u7406\u89e3\u4e3a\u5185\u5bb9\u5206\u9694\u7b26\u800c\u975e\u666e\u901a\u6807\u70b9\u7b26\u53f7\u5373\u53ef\u3002<\/p>\n<p>\u4e0b\u9762\u4e3e\u4f8b\u8bf4\u660e\u5982\u4f55\u5728\u63d0\u793a\u7b26\u4e2d\u4f7f\u7528\u6b64\u7c7b\u5206\u9694\u7b26\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/BMJUsyBaObAhCZke7IbN.png\" \/><\/p>\n<blockquote>\n<p>\u5c06&lt;&lt;&lt;CONVERSATIONS&gt;&gt;\u4e2d\u6bcf\u6bb5\u5bf9\u8bdd\u7684\u60c5\u7eea\u5206\u7c7b\u4e3a\u300c\u79ef\u6781\u300d\u6216\u300c\u6d88\u6781\u300d\u3002\u7ed9\u51fa\u60c5\u611f\u5206\u7c7b\uff0c\u65e0\u9700\u4efb\u4f55\u5176\u4ed6\u524d\u8a00\u6587\u672c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>###<\/p>\n<p>\u5bf9\u8bdd\u793a\u4f8b<\/p>\n<p>&nbsp;<\/p>\n<p>[Agent]\uff1a\u65e9\u4e0a\u597d\uff0c\u6709\u4ec0\u4e48\u80fd\u5e2e\u4f60\u7684\u5417\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u8fd9\u4e2a\u4ea7\u54c1\u592a\u7cdf\u7cd5\u4e86\uff0c\u548c\u5e7f\u544a\u4e0a\u8bf4\u7684\u5b8c\u5168\u4e0d\u4e00\u6837\uff01<\/p>\n<p>[\u987e\u5ba2]\uff1a\u6211\u975e\u5e38\u5931\u671b\uff0c\u5e0c\u671b\u5168\u989d\u9000\u6b3e\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>[Agent]\uff1a\u65e9\u4e0a\u597d\uff0c\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u4f60\u597d\uff0c\u6211\u53ea\u60f3\u8bf4\u4f60\u4eec\u7684\u4ea7\u54c1\u7559\u4e0b\u4e86\u6df1\u523b\u5370\u8c61\u3002\u5b83\u8d85\u51fa\u4e86\u6211\u7684\u9884\u671f\uff01<\/p>\n<p>&nbsp;<\/p>\n<p>###<\/p>\n<p>&nbsp;<\/p>\n<p>\u8f93\u51fa\u793a\u4f8b<\/p>\n<p>&nbsp;<\/p>\n<p>\u300c\u6d88\u6781\u300d<\/p>\n<p>&nbsp;<\/p>\n<p>\u300c\u79ef\u6781\u300d<\/p>\n<p>&nbsp;<\/p>\n<p>###<\/p>\n<p>&nbsp;<\/p>\n<p>&lt;&lt;&lt;<\/p>\n<p>[Agent]\uff1a\u4f60\u597d\uff0c\u6b22\u8fce\u6765\u5230\u6211\u4eec\u7684\u652f\u6301\u4e2d\u5fc3\u3002\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u4f60\u597d\uff01\u6211\u53ea\u662f\u60f3\u8ba9\u4f60\u4eec\u77e5\u9053\u6211\u6536\u5230\u4e86\u6211\u7684\u8ba2\u5355\uff0c\u800c\u4e14\u592a\u68d2\u4e86\u3002<\/p>\n<p>[Agent]\uff1a\u5f88\u9ad8\u5174\u542c\u5230\u8fd9\u4e2a\u6d88\u606f\uff01\u6211\u4eec\u5f88\u9ad8\u5174\u4f60\u5bf9\u8d2d\u4e70\u7684\u4ea7\u54c1\u611f\u5230\u6ee1\u610f\u3002\u8fd8\u6709\u4ec0\u4e48\u9700\u8981\u6211\u5e2e\u5fd9\u7684\u5417\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u6ca1\u6709\u4e86\u3002\u6211\u53ea\u60f3\u7ed9\u4f60\u4e00\u4e9b\u79ef\u6781\u7684\u53cd\u9988\u3002\u8c22\u8c22\u4f60\u4eec\u7684\u4f18\u8d28\u670d\u52a1\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>[Agent]\uff1a\u4f60\u597d\uff0c\u611f\u8c22\u4f60\u7684\u8054\u7cfb\u3002\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u6211\u5bf9\u6700\u8fd1\u8d2d\u4e70\u7684\u4ea7\u54c1\u975e\u5e38\u5931\u671b\u3002\u548c\u6211\u9884\u671f\u7684\u5b8c\u5168\u4e0d\u4e00\u6837\u3002<\/p>\n<p>[Agent]\uff1a\u5f88\u9057\u61be\u542c\u5230\u8fd9\u4e2a\u6d88\u606f\u3002\u80fd\u5426\u8bf7\u4f60\u63d0\u4f9b\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u4ee5\u4fbf\u6211\u63d0\u4f9b\u5e2e\u52a9\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u4ea7\u54c1\u8d28\u91cf\u5f88\u5dee\uff0c\u800c\u4e14\u5230\u8d27\u5f88\u665a\u3002\u6211\u771f\u7684\u4e0d\u6ee1\u610f\u3002<\/p>\n<p>&gt;&gt;&gt;<\/p>\n<\/blockquote>\n<p>\u4ee5\u4e0a\u793a\u4f8b\u4f7f\u7528\u5206\u9694\u7b26####\u8fdb\u884c\u5206\u8282\uff0c\u5206\u8282\u6807\u9898EXAMPLE CONVERSATIONS(\u793a\u4f8b\u5bf9\u8bdd\uff09\u548cEXAMPLE OUTPUTS\uff08\u793a\u4f8b\u8f93\u51fa\uff09\u7528\u5927\u5199\u5b57\u6bcd\u533a\u5206\u3002<\/p>\n<p>\u5e8f\u8a00\u6307\u51fa\uff0c\u8981\u5206\u7c7b\u7684\u5bf9\u8bdd\u88ab\u5206\u5728&lt;&lt;&lt;CONVERSATIONS&gt;&gt;&gt;\u5185\uff0c\u8fd9\u4e9b\u5bf9\u8bdd\u968f\u540e\u5728\u63d0\u793a\u7684\u5e95\u90e8\u63d0\u4f9b\u7ed9LLM\uff0c\u4f46\u6ca1\u6709\u4efb\u4f55\u89e3\u91ca\u6027\u6587\u5b57\uff0c\u4f46\u7531\u4e8e\u5206\u9694\u7b26&lt;&lt;&lt; and&gt;&gt;&gt;\u7684\u5b58\u5728\uff0cLLM\u660e\u767d\u8fd9\u4e9b\u662f\u5b83\u5e94\u8be5\u5206\u7c7b\u7684\u5bf9\u8bdd\u3002<\/p>\n<p>\u4e0b\u9762\u662fGPT-4\u7684\u8f93\u51fa\u7ed3\u679c\uff0c\u5176\u4e2d\u7ed9\u51fa\u4e86\u60c5\u611f\u5206\u7c7b\uff0c\u4f46\u6ca1\u6709\u50cf\u6211\u4eec\u8981\u6c42\u7684\u90a3\u6837\u8f93\u51fa\u4efb\u4f55\u5176\u4ed6\u524d\u8a00\u6587\u672c\uff1a<\/p>\n<blockquote>\n<p>\u300c\u79ef\u6781\u300d<br \/>\n\u300c\u6d88\u6781\u300d<\/p>\n<\/blockquote>\n<h3>2. \u5c06\u5206\u9694\u7b26\u7528\u4f5cXML\u6807\u7b7e<\/h3>\n<p>\u4f7f\u7528\u5206\u9694\u7b26\u7684\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f\u5c06\u5176\u4f5c\u4e3aXML\u6807\u7b7e\u3002XML\u6807\u7b7e\u662f\u7528\u89d2\u62ec\u53f7\u62ec\u8d77\u6765\u7684\u5e26\u6709\u5f00\u5934\u548c\u7ed3\u5c3e\u7684\u6807\u7b7e\u3002&lt;tag&gt;\u548c&lt;\/tag&gt;\u5c31\u662f\u4e00\u4e2a\u4f8b\u5b50\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u5f88\u6709\u6548\uff0c\u56e0\u4e3aLLM\u5df2\u7ecf\u63a5\u53d7\u8fc7\u5927\u91cfXML\u7f51\u9875\u5185\u5bb9\u7684\u8bad\u7ec3\uff0c\u5e76\u5b66\u4f1a\u4e86\u7406\u89e3\u5176\u683c\u5f0f\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u540c\u6837\u7684\u63d0\u793a\uff0c\u4f46\u7ed3\u6784\u4e0a\u4f7f\u7528XML\u6807\u7b7e\u4f5c\u4e3a\u5206\u9694\u7b26\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/bM2Wq8C8iN5utPh0lyk9.png\" \/><\/p>\n<blockquote>\n<p>\u6839\u636e\u7ed9\u51fa\u7684\u793a\u4f8b\uff0c\u5c06\u4ee5\u4e0b\u5bf9\u8bdd\u7684\u60c5\u611f\u5206\u4e3a\u4e24\u7c7b\u3002\u5728\u6ca1\u6709\u4efb\u4f55\u5176\u4ed6\u524d\u8a00\u6587\u672c\u3002<\/p>\n<p>&lt;\u7c7b&gt;<\/p>\n<p>\u79ef\u6781<\/p>\n<p>\u6d88\u6781<\/p>\n<p>&lt;\/\u7c7b&gt;<\/p>\n<p>&nbsp;<\/p>\n<p>&lt;\u5bf9\u8bdd\u793a\u4f8b&gt;<\/p>\n<p>[Agent]\uff1a\u65e9\u4e0a\u597d\uff0c\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u8fd9\u4e2a\u4ea7\u54c1\u592a\u7cdf\u7cd5\u4e86\uff0c\u548c\u5e7f\u544a\u4e0a\u8bf4\u7684\u5b8c\u5168\u4e0d\u4e00\u6837\uff01<\/p>\n<p>[\u987e\u5ba2]\uff1a\u6211\u975e\u5e38\u5931\u671b\uff0c\u5e0c\u671b\u5168\u989d\u9000\u6b3e\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>[Agent]\uff1a\u65e9\u4e0a\u597d\uff0c\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u4f60\u597d\uff0c\u6211\u53ea\u60f3\u8bf4\u4f60\u4eec\u7684\u4ea7\u54c1\u7559\u4e0b\u4e86\u6df1\u523b\u5370\u8c61\u3002\u5b83\u8d85\u51fa\u4e86\u6211\u7684\u9884\u671f\uff01<\/p>\n<p>&lt;\/\u5bf9\u8bdd\u793a\u4f8b&gt;<\/p>\n<p>&nbsp;<\/p>\n<p>&lt;\u793a\u4f8b\u7c7b&gt;<\/p>\n<p>\u79ef\u6781<\/p>\n<p>\u6d88\u6781<\/p>\n<p>&lt;\/\u793a\u4f8b\u7c7b&gt;<\/p>\n<p>&nbsp;<\/p>\n<p>&lt;\u5bf9\u8bdd&gt;<\/p>\n<p>[Agent]\uff1a\u4f60\u597d\uff01\u6b22\u8fce\u6765\u5230\u6211\u4eec\u7684\u652f\u6301\u4e2d\u5fc3\u3002\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u4f60\u597d\uff01\u6211\u53ea\u662f\u60f3\u8ba9\u4f60\u4eec\u77e5\u9053\u6211\u6536\u5230\u4e86\u6211\u7684\u8ba2\u5355\uff0c\u800c\u4e14\u592a\u68d2\u4e86\u3002<\/p>\n<p>[Agent]\uff1a\u5f88\u9ad8\u5174\u542c\u5230\u8fd9\u4e2a\u6d88\u606f\uff01\u8fd8\u6709\u4ec0\u4e48\u9700\u8981\u6211\u5e2e\u5fd9\u7684\u5417\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u6ca1\u6709\u4e86\u3002\u6211\u53ea\u60f3\u7ed9\u4f60\u4e00\u4e9b\u79ef\u6781\u7684\u53cd\u9988\u3002\u8c22\u8c22\u4f60\u4eec\u7684\u4f18\u8d28\u670d\u52a1\uff01<\/p>\n<p>&nbsp;<\/p>\n<p>[Agent]\uff1a\u4f60\u597d\uff0c\u611f\u8c22\u4f60\u7684\u8054\u7cfb\u3002\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u4f60\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u6211\u5bf9\u6700\u8fd1\u8d2d\u4e70\u7684\u4ea7\u54c1\u975e\u5e38\u5931\u671b\u3002\u548c\u6211\u9884\u671f\u7684\u5b8c\u5168\u4e0d\u4e00\u6837\u3002<\/p>\n<p>[Agent]\uff1a\u5f88\u9057\u61be\u542c\u5230\u8fd9\u4e2a\u6d88\u606f\u3002\u80fd\u5426\u8bf7\u4f60\u63d0\u4f9b\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u4ee5\u4fbf\u6211\u63d0\u4f9b\u5e2e\u52a9\uff1f<\/p>\n<p>[\u987e\u5ba2]\uff1a\u4ea7\u54c1\u7684\u8d28\u91cf\u5f88\u5dee\uff0c\u800c\u4e14\u5f88\u665a\u624d\u9001\u5230\u3002\u6211\u5bf9\u8fd9\u6b21\u7ecf\u5386\u975e\u5e38\u4e0d\u6ee1\u610f\u3002<\/p>\n<p>&lt;\/\u5bf9\u8bdd&gt;<\/p>\n<\/blockquote>\n<p>\u5728XML\u6807\u7b7e\u4e2d\uff0c\u4f7f\u7528\u4e0e\u4f60\u5728\u8bf4\u660e\u4e2d\u7528\u6765\u63cf\u8ff0\u5b83\u4eec\u7684\u8bcd\u76f8\u540c\u7684\u540d\u8bcd\uff0c\u662f\u6709\u597d\u5904\u7684\u3002<\/p>\n<p>\u6211\u4eec\u5728\u4e0a\u8ff0\u63d0\u793a\u4e2d\u7ed9\u51fa\u7684\u6307\u4ee4\u662f\uff1a<\/p>\n<blockquote>\n<p>\u7528\u7ed9\u51fa\u7684\u4f8b\u5b50\uff0c\u5c06\u4ee5\u4e0b\u5bf9\u8bdd\u7684\u60c5\u611f\u5206\u4e3a\u4e24\u7c7b\uff0c\u4e0d\u8981\u4f7f\u7528\u4efb\u4f55\u5176\u4ed6\u5e8f\u8a00\u6587\u672c\u3002<\/p>\n<\/blockquote>\n<p>\u5176\u4e2d\u6211\u4eec\u4f7f\u7528\u4e86\u540d\u8bcd\u300c\u5bf9\u8bdd\u300d\u3001\u300c\u5206\u7c7b\u300d\u548c\u300c\u793a\u4f8b\u300d\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u7528\u4f5c\u5206\u9694\u7b26\u7684XML\u6807\u7b7e\u662f&lt;\u5bf9\u8bdd&gt;\u3001&lt;\u7c7b&gt;\u3001&lt;\u793a\u4f8b-\u5bf9\u8bdd&gt; \u548c &lt;\u793a\u4f8b-\u7c7b&gt;\uff0c\u786e\u4fddLLM\u7406\u89e3\u4f60\u7684\u6307\u4ee4\u4e0e\u7528\u4f5c\u5206\u9694\u7b26\u7684XML\u6807\u7b7e\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<p>\u540c\u6837\uff0c\u901a\u8fc7\u4f7f\u7528\u5206\u9694\u7b26\uff0c\u4ee5\u6e05\u6670\u3001\u6709\u6761\u7406\u7684\u65b9\u5f0f\u5bf9\u6307\u4ee4\u8fdb\u884c\u5206\u6bb5\uff0c\u53ef\u786e\u4fddGPT-4\u6309\u4f60\u5e0c\u671b\u7684\u65b9\u5f0f\u4f5c\u51fa\u56de\u590d\uff1a<\/p>\n<blockquote>\n<p>\u300c\u79ef\u6781\u300d<\/p>\n<p>\u300c\u6d88\u6781\u300d<\/p>\n<\/blockquote>\n<h2  id=\"toc-3\" class=\"jltoc--item\">\u4e09\u3001\u4f7f\u7528LLM\u62a4\u680f\u521b\u5efa\u7cfb\u7edf\u63d0\u793a<\/h2>\n<p>\u5728\u8fdb\u5165\u6b63\u9898\u4e4b\u524d\uff0c\u9700\u8981\u6ce8\u610f\u7684\u662f\u672c\u8282\u53ea\u9002\u7528\u4e8e\u5177\u6709\u7cfb\u7edf\u63d0\u793a\u529f\u80fd\u7684LLM\uff0c\u800c\u4e0d\u50cf\u672c\u6587\u5176\u4ed6\u7ae0\u8282\u90a3\u6837\u9002\u7528\u4e8e\u4efb\u4f55LLM\u3002<\/p>\n<p>\u6700\u8457\u540d\u7684LLM\u5f53\u7136\u662fChatGPT\uff0c\u56e0\u6b64\u6211\u4eec\u5c06\u4f7f\u7528ChatGPT\u4f5c\u4e3a\u672c\u8282\u7684\u793a\u4f8b\u3002<\/p>\n<h3>1. \u56f4\u7ed5\u7cfb\u7edf\u63d0\u793a\u7684\u672f\u8bed<\/h3>\n<p>\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u6765\u7406\u6e05\u672f\u8bed\uff1a\u5173\u4e8eChatGPT\uff0c\u6709\u5927\u91cf\u8d44\u6e90\u51e0\u4e4e\u53ef\u4ee5\u4e92\u6362\u4f7f\u7528\u8fd9\u4e09\u4e2a\u672f\u8bed\uff1a\u300c\u7cfb\u7edf\u63d0\u793a\u300d\u3001\u300c\u7cfb\u7edf\u6d88\u606f\u300d\u548c \u300c\u81ea\u5b9a\u4e49\u6307\u4ee4\u300d\u3002<\/p>\n<p>\u8fd9\u8ba9\u5f88\u591a\u4eba\u611f\u5230\u56f0\u60d1\uff0c\u4ee5\u81f3\u4e8eOpenAI\u53d1\u5e03\u4e86\u4e00\u7bc7\u6587\u7ae0\u6765\u89e3\u91ca\u8fd9\u4e9b\u672f\u8bed\u3002\u4ee5\u4e0b\u662f\u5176\u6458\u8981\uff1a<\/p>\n<ul>\n<li>\u300c\u7cfb\u7edf\u63d0\u793a\u300d\u548c \u300c\u7cfb\u7edf\u6d88\u606f\u300d\u662f\u901a\u8fc7\u804a\u5929\u5b8c\u6210API\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u4e0eChatGPT\u8fdb\u884c\u4ea4\u4e92\u65f6\u4f7f\u7528\u7684\u672f\u8bed\u3002<\/li>\n<li>\u53e6\u4e00\u65b9\u9762\uff0c\u300c\u81ea\u5b9a\u4e49\u6307\u4ee4\u300d\u662f\u901a\u8fc7ChatGPT\u7528\u6237\u754c\u9762\u4e0eChatGPT\u4ea4\u4e92\u65f6\u4f7f\u7528\u7684\u672f\u8bed\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/jL71jEhLVYeQ7HvVtdyM.png\" \/><\/p>\n<p>\u4e0d\u8fc7\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u4e09\u4e2a\u672f\u8bed\u6307\u7684\u662f\u540c\u4e00\u4ef6\u4e8b\uff0c\u6240\u4ee5\u4e0d\u8981\u88ab\u672f\u8bed\u6df7\u6dc6\u4e86\uff01\u4eca\u540e\uff0c\u672c\u8282\u5c06\u4f7f\u7528\u300c\u7cfb\u7edf\u63d0\u793a\u300d\u4e00\u8bcd\u3002\u73b0\u5728\u8ba9\u6211\u4eec\u6df1\u5165\u4e86\u89e3\u4e00\u4e0b\uff01<\/p>\n<h3>2. 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\u4f55\u65f6\u4f7f\u7528\u7cfb\u7edf\u63d0\u793a\uff1f<\/h3>\n<p>\u4f60\u9996\u5148\u60f3\u5230\u7684\u95ee\u9898\u53ef\u80fd\u662f\uff1a\u65e2\u7136\u6211\u4e5f\u53ef\u4ee5\u5728\u4e0eLLM\u8fdb\u4e00\u6b65\u5bf9\u8bdd\u4e4b\u524d\uff0c\u5728\u65b0\u804a\u5929\u7684\u7b2c\u4e00\u6b21\u63d0\u793a\u4e2d\u8bf4\u660e\uff0c\u4e3a\u4ec0\u4e48\u8fd8\u8981\u5728\u7cfb\u7edf\u63d0\u793a\u4e2d\u8bf4\u660e\u5462\uff1f<\/p>\n<p>\u7b54\u6848\u662f\uff0c\u56e0\u4e3aLLM\u7684\u5bf9\u8bdd\u5185\u5b58\u662f\u6709\u9650\u7684\u3002\u5728\u540e\u4e00\u79cd\u60c5\u51b5\u4e0b\uff0c\u968f\u7740\u5bf9\u8bdd\u7684\u7ee7\u7eed\uff0cLLM\u5f88\u53ef\u80fd\u4f1a\u300c\u5fd8\u8bb0\u300d\u4f60\u5728\u804a\u5929\u4e2d\u63d0\u4f9b\u7684\u7b2c\u4e00\u6761\u63d0\u793a\uff0c\u4ece\u800c\u9057\u5fd8\u8fd9\u4e9b\u63d0\u793a\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u5982\u679c\u5728\u7cfb\u7edf\u63d0\u793a\u81ea\u5e26\u6307\u4ee4\uff0c\u90a3\u4e48\u8fd9\u4e9b\u7cfb\u7edf\u63d0\u793a\u5c31\u4f1a\u4e0e\u804a\u5929\u4e2d\u7684\u6bcf\u4e2a\u65b0\u63d0\u793a\u4e00\u8d77\u88ab\u81ea\u52a8\u8003\u8651\u3002<\/p>\n<p>\u8fd9\u53ef\u4ee5\u786e\u4fddLLM\u5728\u804a\u5929\u8fc7\u7a0b\u4e2d\u7ee7\u7eed\u63a5\u6536\u8fd9\u4e9b\u63d0\u793a\uff0c\u65e0\u8bba\u804a\u5929\u65f6\u95f4\u591a\u957f\u3002<\/p>\n<p>\u603b\u4e4b\uff1a\u5728\u6574\u4e2a\u804a\u5929\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u7cfb\u7edf\u63d0\u793a\uff0c\u53ef\u63d0\u4f9b\u4f60\u5e0c\u671bLLM\u5728\u56de\u590d\u65f6\u8bb0\u4f4f\u7684\u63d0\u793a\u3002<\/p>\n<h3>4. 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class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/IvDDGMZ2rRnwYoDTzeMo.png\" \/><\/p>\n<blockquote>\n<p>\u4f60\u5c06\u4f7f\u7528\u6b64\u6587\u672c\u56de\u7b54\u95ee\u9898\uff1a\u300c\u63d2\u5165\u6587\u672c\u300d\u3002<\/p>\n<p>\u4f60\u5c06\u4ee5\u8fd9\u79cd\u683c\u5f0f\u56de\u590d\u4e00\u4e2aJSON\u5bf9\u8c61\uff1a{\u300c\u95ee\u9898\u300d\uff1a\u300c\u7b54\u6848\u300d}\u3002<\/p>\n<p>\u5982\u679c\u6587\u672c\u4e2d\u6ca1\u6709\u8db3\u591f\u7684\u4fe1\u606f\u6765\u56de\u7b54\u95ee\u9898\uff0c\u8bf7\u4e0d\u8981\u7f16\u9020\u4fe1\u606f\uff0c\u5e76\u5c06\u7b54\u6848\u586b\u5199\u4e3a \u300cNA\u300d\u3002<br \/>\n\u4f60\u53ea\u80fd\u56de\u7b54\u4e0e\u300c\u63d2\u5165\u8303\u56f4\u300d\u76f8\u5173\u7684\u95ee\u9898\u3002\u5207\u52ff\u56de\u7b54\u4efb\u4f55\u4e0e\u5e74\u9f84\u3001\u6027\u522b\u548c\u5b97\u6559\u4fe1\u4ef0\u7b49\u4eba\u53e3\u7edf\u8ba1\u4fe1\u606f\u76f8\u5173\u7684\u95ee\u9898\u3002<\/p>\n<\/blockquote>\n<p>\u5176\u4e2d\u6bcf\u4e2a\u90e8\u5206\u6d89\u53ca\u7684\u7c7b\u522b\u5982\u4e0b\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/CJyOnDLjGy75weWG1VvH.png\" \/><\/p>\n<h3>5. \u4f46\u662f\uff0c\u300c\u6b63\u5e38\u300d\u7684\u804a\u5929\u63d0\u793a\u53c8\u662f\u4ec0\u4e48\u5462\uff1f<\/h3>\n<p>\u73b0\u5728\u4f60\u53ef\u80fd\u4f1a\u60f3\uff1a\u542c\u8d77\u6765\u7cfb\u7edf\u63d0\u793a\u4e2d\u5df2\u7ecf\u63d0\u4f9b\u4e86\u5f88\u591a\u4fe1\u606f\u3002\u90a3\u6211\u5e94\u8be5\u5728\u804a\u5929\u7684 \u300c\u6b63\u5e38\u300d\u63d0\u793a\uff08\u5373\u7528\u6237\u63d0\u793a\uff09\u4e2d\u653e\u70b9\u4ec0\u4e48\u5462\uff1f<\/p>\n<p>\u7cfb\u7edf\u63d0\u793a\u6982\u8ff0\u4e86\u5f53\u524d\u7684\u4efb\u52a1\u3002\u5728\u4e0a\u9762\u7684\u7cfb\u7edf\u63d0\u793a\u793a\u4f8b\u4e2d\uff0c\u4efb\u52a1\u88ab\u5b9a\u4e49\u4e3a\u53ea\u4f7f\u7528\u4e00\u6bb5\u7279\u5b9a\u6587\u672c\u6765\u56de\u7b54\u95ee\u9898\uff0c\u5e76\u4e14LLM\u88ab\u6307\u793a\u4ee5{\u300c\u95ee\u9898\u300d\uff1a\u300c\u7b54\u6848\u300d}\u683c\u5f0f\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/o1uu134YkvpG92VetwxV.png\" \/><\/p>\n<blockquote>\n<p>\u4f60\u5c06\u4f7f\u7528\u6b64\u6587\u672c\u56de\u7b54\u95ee\u9898\uff1a[\u63d2\u5165\u6587\u672c]\u3002<\/p>\n<p>\u4f60\u5c06\u4ee5\u8fd9\u79cd\u683c\u5f0f\u56de\u590d\u4e00\u4e2aJSON\u5bf9\u8c61\uff1a{\u300c\u95ee\u9898\u300d\uff1a\u300c\u7b54\u6848\u300d}\u3002<\/p>\n<\/blockquote>\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u804a\u5929\u7684\u6bcf\u4e2a\u7528\u6237\u63d0\u793a\u90fd\u662f\u4f60\u5e0c\u671b\u4f7f\u7528\u6587\u672c\u56de\u7b54\u7684\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u7528\u6237\u63d0\u793a\u53ef\u80fd\u662f\u300c\u6587\u672c\u662f\u5173\u4e8e\u4ec0\u4e48\u7684\u300d\u800cLLM\u4f1a\u56de\u7b54{\u6587\u672c\u662f\u5173\u4e8e\u4ec0\u4e48\u7684\uff1f\u6587\u672c\u662f\u5173\u4e8e&#8230;&#8230;}\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u8ba9\u6211\u4eec\u8fdb\u4e00\u6b65\u6982\u62ec\u8fd9\u4e2a\u4efb\u52a1\u793a\u4f8b\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u4e0a\u8ff0\u7cfb\u7edf\u63d0\u793a\u7684\u7b2c\u4e00\u884c\u7f16\u8f91\u4e3a\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/WirPSVvrKjPZmxAJnehy.png\" \/><\/p>\n<blockquote>\n<p>\u4f60\u5c06\u4f7f\u7528\u6b64\u6587\u672c\u56de\u7b54\u95ee\u9898\uff1a[\u63d2\u5165\u6587\u5b57]\u3002<\/p>\n<p>\u81f3<\/p>\n<p>\u4f60\u5c06\u4f7f\u7528\u63d0\u4f9b\u7684\u6587\u672c\u56de\u7b54\u95ee\u9898\u3002<\/p>\n<\/blockquote>\n<p>\u73b0\u5728\uff0c\u804a\u5929\u7684\u6bcf\u4e2a\u7528\u6237\u63d0\u793a\uff0c\u90fd\u4f1a\u5305\u62ec\u8981\u56de\u7b54\u95ee\u9898\u7684\u6587\u672c\u548c\u8981\u56de\u7b54\u7684\u95ee\u9898\uff0c\u4f8b\u5982\uff1a[\u63d2\u5165\u6587\u672c]\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/xhBQAJ1G9qx44XuIKuSI.png\" \/><\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u8fd8\u4f7f\u7528XML\u6807\u7b7e\u4f5c\u4e3a\u5206\u9694\u7b26\uff0c\u4ee5\u4fbf\u6709\u6761\u7406\u5730\u5411LLM\u63d0\u4f9b\u6240\u9700\u76842\u6761\u4fe1\u606f\u3002<\/p>\n<p>XML\u6807\u7b7e\u300c\u6587\u672c\u300d\u548c\u300c\u95ee\u9898\u300d\u4e2d\u4f7f\u7528\u7684\u540d\u8bcd\uff0c\u4e0e\u7cfb\u7edf\u63d0\u793a\u4e2d\u4f7f\u7528\u7684\u540d\u8bcd\u76f8\u5bf9\u5e94\uff0c\u8fd9\u6837LLM\u5c31\u80fd\u7406\u89e3\u6807\u7b7e\u4e0e\u7cfb\u7edf\u63d0\u793a\u6307\u4ee4\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<p>\u603b\u4e4b\uff0c\u7cfb\u7edf\u63d0\u793a\u5e94\u7ed9\u51fa\u603b\u4f53\u4efb\u52a1\u6307\u4ee4\uff0c\u800c\u6bcf\u4e2a\u7528\u6237\u63d0\u793a\u5e94\u63d0\u4f9b\u4f60\u9700\u8981\u4efb\u52a1\u6267\u884c\u7684\u5177\u4f53\u7ec6\u8282\u3002\u5728\u672c\u4f8b\u4e2d\uff0c\u8fd9\u4e9b\u5177\u4f53\u5185\u5bb9\u5c31\u662f\u6587\u672c\u548c\u95ee\u9898\u3002<\/p>\n<h3>6. \u6b64\u5916\uff1a\u4f7fLLM\u62a4\u680f\u52a8\u6001\u5316<\/h3>\n<p>\u4ee5\u4e0a\u662f\u901a\u8fc7\u7cfb\u7edf\u63d0\u793a\u4e2d\u7684\u51e0\u53e5\u8bdd\u6dfb\u52a0\u7684\u62a4\u680f\u3002\u8fd9\u4e9b\u62a4\u680f\u662f\u4e00\u6210\u4e0d\u53d8\u7684\uff0c\u5728\u6574\u4e2a\u804a\u5929\u8fc7\u7a0b\u4e2d\u4e0d\u4f1a\u6539\u53d8\u3002<\/p>\n<p>\u5982\u679c\u4f60\u5e0c\u671b\u5728\u804a\u5929\u7684\u4e0d\u540c\u9636\u6bb5\u8bbe\u7f6e\u4e0d\u540c\u7684\u62a4\u680f\uff0c\u8be5\u600e\u4e48\u529e\uff1f<\/p>\n<p>\u4e0d\u5e78\u7684\u662f\uff0c\u5bf9\u4e8eChatGPT\u7528\u6237\u754c\u9762\u7684\u7528\u6237\u6765\u8bf4\uff0c\u73b0\u5728\u8fd8\u4e0d\u80fd\u76f4\u63a5\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u5982\u679c\u4f60\u6b63\u5728\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u4e0eChatGPT\u8fdb\u884c\u4ea4\u4e92\uff0c\u90a3\u4f60\u5c31\u8d70\u8fd0\u4e86\uff01<\/p>\n<p>\u968f\u7740\u4eba\u4eec\u5bf9\u6784\u5efa\u6709\u6548\u7684LLM\u62a4\u680f\u7684\u5173\u6ce8\u5ea6\u8d8a\u6765\u8d8a\u9ad8\uff0c\u4e00\u4e9b\u5f00\u6e90\u8f6f\u4ef6\u5305\u4e5f\u5e94\u8fd0\u800c\u751f\uff0c\u5b83\u4eec\u53ef\u4ee5\u8ba9\u4f60\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u8bbe\u7f6e\u66f4\u8be6\u7ec6\u3001\u66f4\u52a8\u6001\u7684\u62a4\u680f\u3002<\/p>\n<p>\u5176\u4e2d\u503c\u5f97\u6ce8\u610f\u7684\u662f\u82f1\u4f1f\u8fbe\u56e2\u961f\u5f00\u53d1\u7684NeMo\u62a4\u680f\uff0c\u5b83\u5141\u8bb8\u4f60\u914d\u7f6e\u7528\u6237\u4e0eLLM\u4e4b\u95f4\u7684\u9884\u671f\u5bf9\u8bdd\u6d41\uff0c\u4ece\u800c\u5728\u804a\u5929\u7684\u4e0d\u540c\u70b9\u8bbe\u7f6e\u4e0d\u540c\u7684\u62a4\u680f\uff0c\u4f7f\u52a8\u6001\u62a4\u680f\u968f\u7740\u804a\u5929\u7684\u8fdb\u884c\u800c\u53d1\u5c55\u3002\u975e\u5e38\u63a8\u8350\u4f60\u53bb\u770b\u4e00\u770b\uff01<\/p>\n<h2 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LLM\u300c\u4e0d\u64c5\u957f\u300d\u7684\u6570\u636e\u96c6\u5206\u6790\u7c7b\u578b<\/h3>\n<p>\u4f60\u53ef\u80fd\u5df2\u7ecf\u77e5\u9053\uff0cLLM\u8fdb\u884c\u7cbe\u786e\u6570\u5b66\u8ba1\u7b97\u7684\u80fd\u529b\u6709\u9650\uff0c\u56e0\u6b64\u5b83\u4eec\u4e0d\u9002\u5408\u4ece\u4e8b\u9700\u8981\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u7cbe\u786e\u5b9a\u91cf\u5206\u6790\u7684\u5de5\u4f5c\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u63cf\u8ff0\u6027\u7edf\u8ba1\uff1a\u901a\u8fc7\u5e73\u5747\u503c\u6216\u65b9\u5dee\u7b49\u6307\u6807\u5bf9\u6570\u5b57\u5217\u8fdb\u884c\u5b9a\u91cf\u603b\u7ed3\u3002<\/li>\n<li>\u76f8\u5173\u6027\u5206\u6790\uff1a\u83b7\u53d6\u5217\u4e4b\u95f4\u7684\u7cbe\u786e\u76f8\u5173\u7cfb\u6570\u3002<\/li>\n<li>\u7edf\u8ba1\u5206\u6790\uff1a\u5982\u5047\u8bbe\u68c0\u9a8c\uff0c\u4ee5\u786e\u5b9a\u5404\u7ec4\u6570\u636e\u70b9\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u7edf\u8ba1\u610f\u4e49\u4e0a\u7684\u663e\u8457\u5dee\u5f02\u3002<\/li>\n<li>\u673a\u5668\u5b66\u4e60\uff1a\u5728\u6570\u636e\u96c6\u4e0a\u6267\u884c\u9884\u6d4b\u5efa\u6a21\uff0c\u5982\u4f7f\u7528\u7ebf\u6027\u56de\u5f52\u3001\u68af\u5ea6\u63d0\u5347\u6811\u6216\u795e\u7ecf\u7f51\u7edc\u3002<\/li>\n<\/ul>\n<p>\u5728\u6570\u636e\u96c6\u4e0a\u6267\u884c\u6b64\u7c7b\u5b9a\u91cf\u4efb\u52a1\uff0c\u662fOpenAI\u9ad8\u7ea7\u6570\u636e\u5206\u6790\u63d2\u4ef6\u5b58\u5728\u7684\u539f\u56e0\uff0c\u8fd9\u6837\u7f16\u7a0b\u8bed\u8a00\u5c31\u53ef\u4ee5\u5728\u6570\u636e\u96c6\u4e0a\u8fd0\u884c\u4ee3\u7801\u6765\u6267\u884c\u6b64\u7c7b\u4efb\u52a1\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u4e3a\u4ec0\u4e48\u6709\u4eba\u8981\u53ea\u4f7f\u7528LLM\u800c\u4e0d\u4f7f\u7528\u6b64\u7c7b\u63d2\u4ef6\u6765\u5206\u6790\u6570\u636e\u96c6\u5462\uff1f<\/p>\n<h3>2. LLM\u64c5\u957f\u7684\u6570\u636e\u96c6\u5206\u6790\u7c7b\u578b<\/h3>\n<p>LLM\u64c5\u957f\u8bc6\u522b\u6a21\u5f0f\u548c\u8d8b\u52bf\u3002\u8fd9\u79cd\u80fd\u529b\u6e90\u4e8e\u5b83\u4eec\u5728\u591a\u6837\u5316\u548c\u6d77\u91cf\u6570\u636e\u65b9\u9762\u63a5\u53d7\u7684\u5e7f\u6cdb\u57f9\u8bad\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u8fa8\u522b\u53ef\u80fd\u65e0\u6cd5\u7acb\u5373\u5bdf\u89c9\u7684\u590d\u6742\u6a21\u5f0f\u3002<\/p>\n<p>\u8fd9\u4f7f\u5b83\u4eec\u975e\u5e38\u9002\u5408\u6267\u884c\u57fa\u4e8e\u6570\u636e\u96c6\u6a21\u5f0f\u8bc6\u522b\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u5f02\u5e38\u68c0\u6d4b\uff1a\u6839\u636e\u4e00\u4e2a\u6216\u591a\u4e2a\u5217\u503c\uff0c\u8bc6\u522b\u504f\u79bb\u5e38\u89c4\u7684\u5f02\u5e38\u6570\u636e\u70b9\u3002<\/li>\n<li>\u805a\u7c7b\uff1a\u5c06\u5404\u5217\u4e2d\u5177\u6709\u76f8\u4f3c\u7279\u5f81\u7684\u6570\u636e\u70b9\u8fdb\u884c\u5206\u7ec4\u3002<\/li>\n<li>\u8de8\u5217\u5173\u7cfb\uff1a\u8bc6\u522b\u8de8\u5217\u7684\u7efc\u5408\u8d8b\u52bf\u3002<\/li>\n<li>\u6587\u672c\u5206\u6790\uff08\u9488\u5bf9\u57fa\u4e8e\u6587\u672c\u7684\u5217\uff09\uff1a\u6839\u636e\u4e3b\u9898\u6216\u60c5\u611f\u8fdb\u884c\u5206\u7c7b\u3002<\/li>\n<li>\u8d8b\u52bf\u5206\u6790\uff08\u9488\u5bf9\u6709\u65f6\u95f4\u65b9\u9762\u7684\u6570\u636e\u96c6\uff09\uff1a\u8bc6\u522b\u8de8\u65f6\u95f4\u5217\u5185\u7684\u6a21\u5f0f\u3001\u5b63\u8282\u6027\u53d8\u5316\u6216\u8d8b\u52bf\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u8fd9\u7c7b\u57fa\u4e8e\u6a21\u5f0f\u7684\u4efb\u52a1\uff0c\u4ec5\u4f7f\u7528LLM\u53ef\u80fd\u6bd4\u4f7f\u7528\u4ee3\u7801\u5728\u66f4\u77ed\u7684\u65f6\u95f4\u5185\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\uff01\u8ba9\u6211\u4eec\u7528\u4e00\u4e2a\u4f8b\u5b50\u6765\u5145\u5206\u8bf4\u660e\u8fd9\u4e00\u70b9\u3002<\/p>\n<h3>3. \u4ec5\u4f7f\u7528LLM\u5206\u6790Kaggle\u6570\u636e\u96c6<\/h3>\n<p>\u6211\u4eec\u5c06\u4f7f\u7528\u4e00\u4e2a\u6d41\u884c\u7684Kaggle\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u662f\u4e3a\u5ba2\u6237\u4e2a\u6027\u5206\u6790\u800c\u7b56\u5212\u7684\uff0c\u5176\u4e2d\u4e00\u5bb6\u516c\u53f8\u8bd5\u56fe\u5bf9\u5176\u5ba2\u6237\u805a\u7c7b\u8fdb\u884c\u7ec6\u5206\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u4e86\u89e3\u5ba2\u6237\u3002<\/p>\n<p>\u4e3a\u4fbf\u4e8e\u7a0d\u540e\u9a8c\u8bc1LLM\u7684\u5206\u6790\u7ed3\u679c\uff0c\u6211\u4eec\u5c06\u628a\u8be5\u6570\u636e\u96c6\u5b50\u96c6\u4e3a50\u884c\uff0c\u5e76\u53ea\u4fdd\u7559\u6700\u76f8\u5173\u7684\u5217\u3002<\/p>\n<p>\u4e4b\u540e\uff0c\u7528\u4e8e\u5206\u6790\u7684\u6570\u636e\u96c6\u5c06\u5982\u4e0b\u6240\u793a\uff0c\u5176\u4e2d\u6bcf\u4e00\u884c\u4ee3\u8868\u4e00\u4f4d\u5ba2\u6237\uff0c\u6bcf\u4e00\u5217\u63cf\u8ff0\u5ba2\u6237\u4fe1\u606f\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/6TENHTri1UyNn1csQbZh.png\" \/><\/p>\n<p>\u5047\u8bbe\u4f60\u5728\u516c\u53f8\u7684\u8425\u9500\u56e2\u961f\u5de5\u4f5c\u3002\u4f60\u7684\u4efb\u52a1\u662f\u5229\u7528\u8fd9\u4e2a\u5ba2\u6237\u4fe1\u606f\u6570\u636e\u96c6\u6765\u6307\u5bfc\u8425\u9500\u5de5\u4f5c\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u9879\u5206\u4e24\u6b65\u8d70\u7684\u4efb\u52a1\uff1a\u9996\u5148\uff0c\u5229\u7528\u6570\u636e\u96c6\u751f\u6210\u6709\u610f\u4e49\u7684\u5ba2\u6237\u7ec6\u5206\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u5c31\u5982\u4f55\u5bf9\u6bcf\u4e2a\u7ec6\u5206\u5e02\u573a\u8fdb\u884c\u6700\u4f73\u8425\u9500\u63d0\u51fa\u60f3\u6cd5\u3002\u73b0\u5728\uff0c\u8fd9\u662f\u4e00\u4e2a\u5b9e\u9645\u7684\u5546\u4e1a\u95ee\u9898\uff0cLLM\u7684\u6a21\u5f0f\u53d1\u73b0\uff08\u7b2c\u4e00\u6b65\uff09\u80fd\u529b\u5728\u8fd9\u4e2a\u95ee\u9898\u4e0a\u786e\u5b9e\u53ef\u4ee5\u5927\u663e\u8eab\u624b\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u4f7f\u75284\u79cd\u63d0\u793a\u5de5\u7a0b\u6280\u672f\uff0c\u4e3a\u8fd9\u9879\u4efb\u52a1\u8bbe\u8ba1\u5982\u4e0b\u63d0\u793a\uff1a<\/p>\n<p>1. \u5c06\u590d\u6742\u7684\u4efb\u52a1\u5206\u89e3\u6210\u7b80\u5355\u7684\u6b65\u9aa4<\/p>\n<p>2. \u53c2\u8003\u6bcf\u4e2a\u6b65\u9aa4\u7684\u4e2d\u95f4\u8f93\u51fa<\/p>\n<p>3. \u7f16\u5199LLM\u56de\u7b54\u7684\u683c\u5f0f<\/p>\n<p>4. \u5c06\u6307\u4ee4\u4e0e\u6570\u636e\u96c6\u5206\u5f00<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/N0SWtrLGCirtr7IM15u4.png\" \/><\/p>\n<p>\u4e0b\u9762\u662fGPT-4\u7684\u56de\u590d\uff0c\u6211\u4eec\u7ee7\u7eed\u5c06\u6570\u636e\u96c6\u4ee5CSV\u5b57\u7b26\u4e32\u7684\u5f62\u5f0f\u4f20\u9012\u7ed9\u5b83\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/slhrdeRh8yMtcjl8h2qL.png\" \/><\/p>\n<p>\u968f\u540e\uff0cGPT-4\u6309\u7167\u6211\u4eec\u8981\u6c42\u7684\u6807\u8bb0\u7b26\u62a5\u544a\u683c\u5f0f\u56de\u590d\u4e86\u5206\u6790\u7ed3\u679c\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/scCm7pYsm3v55S170MWc.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/zreNWOLjuNxwSNTPUPUI.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/lMGNACxHgRY9JEwdkj25.png\" \/><\/p>\n<h3>4. \u9a8c\u8bc1LLM\u7684\u5206\u6790\u7ed3\u679c<\/h3>\n<p>\u4e3a\u7b80\u6d01\u8d77\u89c1\uff0c\u6211\u4eec\u9009\u53d6\u4e24\u4e2a\u7531LLM\u751f\u6210\u7684\u5ba2\u6237\u805a\u7c7b\u8fdb\u884c\u9a8c\u8bc1\uff0c\u4f8b\u5982\u5e74\u8f7b\u7684\u5bb6\u5ead\u6210\u5458\u548c\u6311\u5254\u7684\u53d1\u70e7\u53cb\u3002<\/p>\n<p><strong>\u5e74\u8f7b\u7684\u5bb6\u5ead<\/strong><\/p>\n<ul>\n<li>\u7531LLM\u7efc\u5408\u5f97\u51fa\u7684\u7279\u5f81\uff1a1980\u5e74\u4ee5\u540e\u51fa\u751f\u3001\u5df2\u5a5a\u6216\u540c\u5c45\u3001\u4e2d\u4f4e\u6536\u5165\u3001\u6709\u5b50\u5973\u3001\u7ecf\u5e38\u5c0f\u989d\u6d88\u8d39\u3002<\/li>\n<li>\u6309LLM\u805a\u7c7b\u4e3a\u8be5\u7ec4\u7684\u884c\uff1a3\u30014\u30017\u300110\u300116\u300120<\/li>\n<li>\u6df1\u5165\u7814\u7a76\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u884c\u7684\u5b8c\u6574\u6570\u636e\u662f\uff1a<\/li>\n<\/ul>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/4FmUeRasRUYJtvY6s4a4.png\" \/><\/p>\n<p>\u8fd9\u4e0eLLM\u786e\u5b9a\u7684\u914d\u7f6e\u6587\u4ef6\u5b8c\u5168\u4e00\u81f4\u3002\u5b83\u751a\u81f3\u80fd\u591f\u5728\u6211\u4eec\u6ca1\u6709\u4e8b\u5148\u8fdb\u884c\u9884\u5904\u7406\u7684\u60c5\u51b5\u4e0b\uff0c\u5bf9\u5e26\u6709\u7a7a\u503c\u7684\u884c\u8fdb\u884c\u805a\u7c7b\uff01<\/p>\n<p><strong>\u6311\u5254\u7684\u53d1\u70e7\u53cb<\/strong><\/p>\n<ul>\n<li>\u7531LLM\u5408\u6210\u7684\u7279\u5f81\uff1a\u5e74\u9f84\u8de8\u5ea6\u5927\u3001\u5a5a\u59fb\u72b6\u51b5\u4e0d\u9650\u3001\u6536\u5165\u9ad8\u3001\u5b50\u5973\u72b6\u51b5\u5404\u5f02\u3001\u8d2d\u7269\u82b1\u8d39\u9ad8\u3002<\/li>\n<li>\u901a\u8fc7LLM\u805a\u7c7b\u5230\u8be5\u7ec4\u7684\u884c\uff1a2\u30015\u300118\u300129\u300134\u300136<\/li>\n<li>\u6df1\u5165\u7814\u7a76\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u884c\u7684\u5b8c\u6574\u6570\u636e\u662f\uff1a<\/li>\n<\/ul>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/j0H5Ow316rgWLy3OKFfK.png\" \/><\/p>\n<p>\u8fd9\u4e5f\u975e\u5e38\u7b26\u5408LLM\u6240\u786e\u5b9a\u7684\u7279\u5f81\uff01<\/p>\n<p>\u8fd9\u4e2a\u4f8b\u5b50\u5c55\u793a\u4e86LLM\u5728\u53d1\u73b0\u6a21\u5f0f\u3001\u89e3\u91ca\u591a\u7ef4\u6570\u636e\u96c6\u5e76\u5c06\u5176\u63d0\u70bc\u4e3a\u6709\u610f\u4e49\u7684\u89c1\u89e3\u65b9\u9762\u7684\u80fd\u529b\uff0c\u540c\u65f6\u786e\u4fdd\u5176\u5206\u6790\u6df1\u6df1\u690d\u6839\u4e8e\u6570\u636e\u96c6\u7684\u4e8b\u5b9e\u771f\u76f8\u3002<strong>\u5982\u679c\u6211\u4eec\u4f7f\u7528ChatGPT\u7684\u9ad8\u7ea7\u6570\u636e\u5206\u6790\u63d2\u4ef6\u5462\uff1f<\/strong><\/p>\n<p>\u4e3a\u4e86\u5b8c\u6574\u8d77\u89c1\uff0c\u6211\u7528\u540c\u6837\u7684\u63d0\u793a\u5c1d\u8bd5\u4e86\u540c\u6837\u7684\u4efb\u52a1\uff0c\u4f46\u8981\u6c42ChatGPT\u4f7f\u7528\u4ee3\u7801\u6765\u6267\u884c\u5206\u6790\uff0c\u8fd9\u5c31\u6fc0\u6d3b\u4e86\u5b83\u7684\u9ad8\u7ea7\u6570\u636e\u5206\u6790\u63d2\u4ef6\u3002<\/p>\n<p>\u6211\u7684\u60f3\u6cd5\u662f\u8ba9\u8be5\u63d2\u4ef6\u4f7f\u7528K-Means\u7b49\u805a\u7c7b\u7b97\u6cd5\u76f4\u63a5\u5728\u6570\u636e\u96c6\u4e0a\u8fd0\u884c\u4ee3\u7801\uff0c\u4ee5\u83b7\u5f97\u6bcf\u4e2a\u5ba2\u6237\u805a\u7c7b\uff0c\u7136\u540e\u518d\u7efc\u5408\u6bcf\u4e2a\u805a\u7c7b\u7684\u6982\u51b5\uff0c\u4ece\u800c\u63d0\u4f9b\u8425\u9500\u7b56\u7565\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5c3d\u7ba1\u6570\u636e\u96c6\u53ea\u670950\u884c\uff0c\u4f46\u591a\u6b21\u5c1d\u8bd5\u540e\u90fd\u51fa\u73b0\u4e86\u4ee5\u4e0b\u9519\u8bef\u4fe1\u606f\uff0c\u5e76\u4e14\u6ca1\u6709\u4efb\u4f55\u8f93\u51fa\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/oroixK8WTXUuT8s1Qy4r.png\" \/><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/Avc69bcRyx5UD4gOQzFX.png\" \/><\/p>\n<p>\u73b0\u5728\u4f7f\u7528\u9ad8\u7ea7\u6570\u636e\u5206\u6790\u63d2\u4ef6\uff0c\u5728\u6570\u636e\u96c6\u4e0a\u6267\u884c\u8f83\u7b80\u5355\u7684\u4efb\u52a1\uff08\u5982\u8ba1\u7b97\u63cf\u8ff0\u6027\u7edf\u8ba1\u6216\u521b\u5efa\u56fe\u8868\uff09\u4f3c\u4e4e\u5f88\u5bb9\u6613\u5b9e\u73b0\uff0c\u4f46\u9700\u8981\u8ba1\u7b97\u7b97\u6cd5\u7684\u8f83\u9ad8\u7ea7\u4efb\u52a1\u6709\u65f6\u53ef\u80fd\u4f1a\u7531\u4e8e\u8ba1\u7b97\u9650\u5236\u6216\u5176\u4ed6\u539f\u56e0\u5bfc\u81f4\u9519\u8bef\u6216\u65e0\u8f93\u51fa\u3002<\/p>\n<h3>5. \u90a3\u4e48\uff0c\u4f55\u65f6\u4f7f\u7528LLM\u5206\u6790\u6570\u636e\u96c6\uff1f<\/h3>\n<p>\u7b54\u6848\u662f\u53d6\u51b3\u4e8e\u5206\u6790\u7684\u7c7b\u578b\u3002<\/p>\n<p>\u5bf9\u4e8e\u9700\u8981\u7cbe\u786e\u6570\u5b66\u8ba1\u7b97\u6216\u590d\u6742\u3001\u57fa\u4e8e\u89c4\u5219\u7684\u5904\u7406\u7684\u4efb\u52a1\uff0c\u4f20\u7edf\u7684\u7f16\u7a0b\u65b9\u6cd5\u4ecd\u7136\u66f4\u80dc\u4e00\u7b79\u3002<\/p>\n<p>\u5bf9\u4e8e\u57fa\u4e8e\u6a21\u5f0f\u8bc6\u522b\u7684\u4efb\u52a1\uff0c\u4f7f\u7528\u4f20\u7edf\u7684\u7f16\u7a0b\u548c\u7b97\u6cd5\u65b9\u6cd5\u53ef\u80fd\u5177\u6709\u6311\u6218\u6027\u6216\u66f4\u8017\u65f6\u3002\u7136\u800c\uff0cLLM\u64c5\u957f\u6b64\u7c7b\u4efb\u52a1\uff0c\u751a\u81f3\u53ef\u4ee5\u63d0\u4f9b\u989d\u5916\u7684\u8f93\u51fa\uff0c\u5982\u652f\u6301\u5176\u5206\u6790\u7684\u9644\u4ef6\u548cmarkdown\u683c\u5f0f\u7684\u5b8c\u6574\u5206\u6790\u62a5\u544a\u3002<\/p>\n<p>\u6700\u7ec8\uff0c\u662f\u5426\u4f7f\u7528LLM\u53d6\u51b3\u4e8e\u5f53\u524d\u4efb\u52a1\u7684\u6027\u8d28\uff0c\u8981\u5728LLM\u5728\u6a21\u5f0f\u8bc6\u522b\u65b9\u9762\u7684\u4f18\u52bf\u4e0e\u4f20\u7edf\u7f16\u7a0b\u6280\u672f\u63d0\u4f9b\u7684\u7cbe\u786e\u6027\u548c\u7279\u5b9a\u6027\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n<h3>6. \u73b0\u5728\u56de\u5230\u63d0\u793a\u5de5\u7a0b\uff01<\/h3>\n<p>\u5728\u672c\u8282\u7ed3\u675f\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u56de\u8fc7\u5934\u6765\u770b\u770b\u7528\u4e8e\u751f\u6210\u672c\u6570\u636e\u96c6\u5206\u6790\u7684\u63d0\u793a\uff0c\u5e76\u5bf9\u6240\u4f7f\u7528\u7684\u5173\u952e\u63d0\u793a\u5de5\u7a0b\u6280\u672f\u8fdb\u884c\u5206\u6790\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/YQ28sS1OtbWFq8YNCT54.png\" \/><\/p>\n<blockquote>\n<p>\u63d0\u793a\uff1a<\/p>\n<p>#\u4e0a\u4e0b\u6587#<\/p>\n<p>\u6211\u662f\u5356\u9152\u7684\u3002\u6211\u6709\u4e00\u4e2a\u5173\u4e8e\u5ba2\u6237\u4fe1\u606f\u7684\u6570\u636e\u96c6\uff1a[\u51fa\u751f\u5e74\u4efd\u3001\u5a5a\u59fb\u72b6\u51b5\u3001\u6536\u5165\u3001\u5b69\u5b50\u6570\u91cf\u3001\u8ddd\u4e0a\u6b21\u8d2d\u4e70\u7684\u5929\u6570\u3001\u6d88\u8d39\u91d1\u989d]\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>#############<\/p>\n<p>&nbsp;<\/p>\n<p>#\u76ee\u6807#<\/p>\n<p>\u6211\u5e0c\u671b\u4f60\u5229\u7528\u8fd9\u4e2a\u6570\u636e\u96c6\u5c06\u6211\u7684\u5ba2\u6237\u5206\u7ec4\uff0c\u7136\u540e\u544a\u8bc9\u6211\u5982\u4f55\u9488\u5bf9\u6bcf\u4e2a\u7ec4\u522b\u5f00\u5c55\u8425\u9500\u6d3b\u52a8\u3002\u8bf7\u6309\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff0c\u4e0d\u8981\u4f7f\u7528\u4ee3\u7801\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>1. \u805a\u7c7b\uff1a\u4f7f\u7528\u6570\u636e\u96c6\u7684\u5217\u5bf9\u6570\u636e\u96c6\u7684\u884c\u8fdb\u884c\u805a\u7c7b\uff0c\u4f7f\u540c\u4e00\u805a\u7c7b\u4e2d\u7684\u5ba2\u6237\u5177\u6709\u76f8\u4f3c\u7684\u5217\u503c\uff0c\u800c\u4e0d\u540c\u805a\u7c7b\u4e2d\u7684\u5ba2\u6237\u5177\u6709\u660e\u663e\u4e0d\u540c\u7684\u5217\u503c\u3002\u786e\u4fdd\u6bcf\u4e00\u884c\u53ea\u5c5e\u4e8e\u4e00\u4e2a\u805a\u7c7b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5bf9\u4e8e\u627e\u5230\u7684\u6bcf\u4e2a\u805a\u7c7b\uff1a<\/p>\n<p>2. CLUSTER_INFORMATION\uff1a\u6839\u636e\u6570\u636e\u96c6\u5217\u63cf\u8ff0\u805a\u7c7b\u3002<\/p>\n<p>3. \u805a\u7c7b\u540d\u79f0\uff1a\u89e3\u91ca[CLUSTER_INFORMATION]\u4ee5\u83b7\u5f97\u8be5\u805a\u7c7b\u5ba2\u6237\u7684\u7b80\u77ed\u540d\u79f0\u3002<\/p>\n<p>4. marketing_ideas\uff1a\u4ea7\u751f\u5411\u8be5\u5ba2\u6237\u805a\u7c7b\u63a8\u9500\u6211\u7684\u4ea7\u54c1\u7684\u60f3\u6cd5\u3002<\/p>\n<p>5. RATIONALE\uff1a\u89e3\u91ca\u4e3a\u4ec0\u4e48[MARKETING_IDEAS]\u4e0e\u8be5\u5ba2\u6237\u805a\u7c7b\u76f8\u5173\u4e14\u6709\u6548\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>#############<\/p>\n<p>&nbsp;<\/p>\n<p>#\u98ce\u683c#<\/p>\n<p>\u5546\u4e1a\u5206\u6790\u62a5\u544a<\/p>\n<p>#############<\/p>\n<p>&nbsp;<\/p>\n<p>#\u8bed\u6c14#<\/p>\n<p>\u4e13\u4e1a\u3001\u6280\u672f<\/p>\n<p>&nbsp;<\/p>\n<p>#############<\/p>\n<p>&nbsp;<\/p>\n<p>#\u53d7\u4f17#<\/p>\n<p>\u6211\u7684\u5546\u4e1a\u4f19\u4f34\u3002\u8ba9\u4ed6\u4eec\u76f8\u4fe1\u4f60\u7684\u8425\u9500\u7b56\u7565\u662f\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u7684\uff0c\u5e76\u6709\u5145\u5206\u7684\u6570\u636e\u652f\u6301\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>#############<\/p>\n<p>&nbsp;<\/p>\n<p>#\u56de\u590d\uff1amarkdown\u62a5\u544a#<\/p>\n<p>&lt;\u5bf9\u4e8e[CLUSTERS]&gt;\u4e2d\u7684\u6bcf\u4e2a\u805a\u7c7b<\/p>\n<p>&#8211; \u5ba2\u6237\u805a\u7c7b\uff1a[CLUSTER_NAME\uff3d<\/p>\n<p>&#8211; \u7b80\u4ecb\uff1a[CLUSTER_INFORMATION\uff3d<\/p>\n<p>&#8211; \u8425\u9500\u7406\u5ff5\uff1a[RATIONALE\uff3d<\/p>\n<p>&#8211; \u539f\u56e0\uff1a[RATIONALE]<\/p>\n<p>&nbsp;<\/p>\n<p>&lt;\u9644\u4ef6&gt;<\/p>\n<p>\u5217\u51fa\u5c5e\u4e8e\u6bcf\u4e2a\u805a\u7c7b\u7684\u884c\u53f7\u5217\u8868\uff0c\u4ee5\u652f\u6301\u4f60\u7684\u5206\u6790\u3002\u4f7f\u7528\u8fd9\u4e9b\u8868\u5934\uff1a[[CLUSTER_NAME]\uff0c\u884c\u5217\u8868]\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>#############<\/p>\n<p>&nbsp;<\/p>\n<p>#\u5f00\u59cb\u5206\u6790#<\/p>\n<p>\u5982\u679c\u4f60\u80fd\u7406\u89e3\uff0c\u8bf7\u5411\u6211\u7d22\u8981\u6211\u7684\u6570\u636e\u96c6\u3002<\/p>\n<\/blockquote>\n<p><strong>\u6280\u5de7 1\uff1a\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u6210\u7b80\u5355\u6b65\u9aa4<\/strong><\/p>\n<p>LLM\u64c5\u957f\u5b8c\u6210\u7b80\u5355\u7684\u4efb\u52a1\uff0c\u4f46\u5bf9\u4e8e\u590d\u6742\u7684\u4efb\u52a1\u5c31\u4e0d\u90a3\u4e48\u64c5\u957f\u4e86\u3002\u56e0\u6b64\uff0c\u5bf9\u4e8e\u50cf\u8fd9\u6837\u7684\u590d\u6742\u4efb\u52a1\uff0c\u91cd\u8981\u7684\u662f\u8981\u628a\u4efb\u52a1\u5206\u89e3\u6210\u7b80\u5355\u7684\u6b65\u9aa4\u8bf4\u660e\uff0c\u8ba9LLM\u9075\u5faa\u3002\u8fd9\u6837\u505a\u7684\u76ee\u7684\u662f\uff0c\u5411LLM\u63d0\u4f9b\u4f60\u81ea\u5df1\u6267\u884c\u4efb\u52a1\u65f6\u4f1a\u91c7\u53d6\u7684\u6b65\u9aa4\u3002<\/p>\n<p>\u5728\u672c\u4f8b\u4e2d\uff0c\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"rich_pages wxw-img js_insertlocalimg aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/ly3LKvWYrFOutiWft0JZ.png\" \/><\/p>\n<blockquote>\n<p>\u8bf7\u6309\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff0c\u4e0d\u8981\u4f7f\u7528\u4ee3\u7801\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>1. 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src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/05\/rAE0o0o7Jgrd30QHQLEH.png\" \/><\/p>\n<blockquote>\n<p>#\u56de\u590d\uff1amarkdown\u62a5\u544a#<\/p>\n<p>&lt;\u5bf9\u4e8e[CLUSTERS]&gt;\u4e2d\u7684\u6bcf\u4e2a\u805a\u7c7b<\/p>\n<p>&#8211; \u5ba2\u6237\u805a\u7c7b\uff1a[CLUSTER_NAME\uff3d<\/p>\n<p>&#8211; \u7b80\u4ecb\uff1a[CLUSTER_INFORMATION\uff3d<\/p>\n<p>&#8211; \u8425\u9500\u7406\u5ff5\uff1a[MARKETING_IDEAS]<\/p>\n<p>&#8211; 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