{"id":10020350,"date":"2024-10-15T00:00:00","date_gmt":"2024-10-15T00:00:00","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020350"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T16:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020350","title":{"rendered":"Chain of Thought\uff1aAI\u4e00\u601d\u8003\uff0c\u4eba\u7c7b\u5c31\u2026\u2026"},"content":{"rendered":"<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2023\/04\/13\/bd5f40e0-d9e9-11ed-a8b0-00163e0b5ff3.jpg\" \/><\/p>\n<h2  id=\"toc-1\" class=\"jltoc--item\">01 \u5f15\u5b50\uff1a\u4e0d\u7b97\u4e45\u8fdc\u7684AI\u5f80\u4e8b<\/h2>\n<p>2023\u5e74\u5e95\uff0cGoogle\u5927\u5f20\u65d7\u9f13\u5730\u53d1\u5e03\u4e86\u81ea\u5df1\u7684\u591a\u6a21\u6001\u5927\u6a21\u578bGemini\uff0c\u300aIntroducing Gemini: our largest and most capable AI model\u300b\u3002\u5f53\u65f6\u5ba3\u4f20\u4e4b\u76db\uff0c\u5927\u6709\u8981\u590d\u523bChatgpt\u6a2a\u7a7a\u51fa\u4e16\u65f6\u7684\u98ce\u5149\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u4efb\u51ed\u8c37\u6b4c\u5982\u4f55\u5927\u5f00\u9999\u69df\uff0c\u4e1a\u5185\u5e76\u4e0d\u4e70\u8d26\uff0c\u53cd\u800c\u7eb7\u7eb7\u5410\u69fd\u8d77\u8c37\u6b4c\u7adf\u4e5f\u4e3a\u4e86\u201c\u4f18\u7b49\u751f\u201d\u7684\u9762\u5b50\u5237\u699c\u3001\u6c34\u6570\u636e\u3002\u5237\u699c\u8ff9\u8c61\u94c1\u8bc1\u5982\u5c71\uff0c\u5176\u4e2d\u6709\u4e00\u9879\u5c24\u4e3a\u77a9\u76ee\uff1a\u5728\u8ddf GPT-4 \u5bf9\u6bd4\u63a8\u7406\u80fd\u529b\u7684\u65f6\u5019\uff0c\u8c37\u6b4c\u201c\u9e21\u8d3c\u201d\u5730\u7ed9\u81ea\u5df1\u7684\u6a21\u578b\u7528\u4e86\u53eb\u505a Chain of Thought\uff08\u94fe\u5f0f\u601d\u7ef4\uff09\u7684\u63d0\u793a\u7b56\u7565\uff0c\u800c\u7528\u6765\u4f5c\u4e3a\u5bf9\u7167\u7ec4\u7684GPT-4 \u5462\uff0c\u5e76\u6ca1\u6709\u3002<\/p>\n<p>\u8fd9\u4e2a\u63d0\u793a\u7b56\u7565\u80fd\u7ed9\u5927\u6a21\u578b\u5e26\u6765\u591a\u5927\u7684\u5dee\u5f02\u5462\uff1f\u55ef\uff0c\u5927\u7ea6\u5c31\u662f\u8003\u8bd5\u7684\u65f6\u5019\u4e00\u4e2a\u4eba\u5141\u8bb8\u7528\u8349\u7a3f\u7eb8\uff0c\u53e6\u4e00\u4e2a\u4eba\u53ea\u5141\u8bb8\u53e3\u7b97\u7684\u5dee\u522b\u3002\u6240\u4ee5\uff0c\u5f53Gemini\u7528\u4e86\u8fd9\u6837\u7684\u5f00\u6302\u795e\u5668\uff0c\u8981\u548c\u201c\u88f8\u8003\u201d\u7684Gpt-4\u6bd4\u9ad8\u4e0b\uff0c\u81ea\u7136\u4f1a\u5f15\u6765\u975e\u8bae\u3002<\/p>\n<p>\u7ecf\u6b64\u4e00\u5f79\uff0cGemini\u6709\u6ca1\u6709\u5982\u613f\u88ab\u786c\u6367\u4e0a\u5b9d\u5ea7\uff0c\u4e0d\u5f97\u800c\u77e5\u3002\u4f46CoT\uff08\u94fe\u5f0f\u601d\u7ef4\uff09\u7684\u6c5f\u6e56\u5730\u4f4d\u66f4\u4e3a\u7262\u56fa\u4e86\u3002\u51e0\u4e4e\u6ca1\u6709\u4eba\u80fd\u5426\u8ba4\uff0c\u5b83\u662f\u63d0\u793a\u5de5\u7a0b\u4e2d\u91cd\u8981\u7684\u7b56\u7565\u4e4b\u4e00\uff0c\u5927\u6a21\u578b\u4eec\u80fd\u4e0d\u80fd\u8dd1\u51fa\u590d\u6742\u7684\u63a8\u7406\uff0c\u751f\u6210\u7b26\u5408\u903b\u8f91\u7684\u54cd\u5e94\uff0c\u7aef\u8d56\u6b64\u541b\u3002<\/p>\n<p>\u65e2\u7136CoT\u5982\u6b64\u91cd\u8981\uff0c\u81ea\u7136\u5f88\u503c\u5f97\u4e00\u7bc7\u6587\u7ae0\u6765\u597d\u597d\u8ba8\u8bba\uff1a<\/p>\n<ul>\n<li>CoT\u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u5b83\u662f\u5982\u4f55\u4ea7\u751f\u7684\uff1f<\/li>\n<li>\u4e3a\u4ec0\u4e48\u5927\u8bed\u8a00\u6a21\u578b\u6709\u5b83\u6ca1\u5b83\uff0c\u4f1a\u6709\u5982\u6b64\u5927\u7684\u5dee\u5f02\uff1f<\/li>\n<li>\u5728\u975e\u6280\u672f\u9886\u57df\uff0c\u5b83\u6709\u54ea\u4e9b\u5e94\u7528\uff1f<\/li>\n<\/ul>\n<h2  id=\"toc-2\" class=\"jltoc--item\">02 \u8bde\u751f\uff1a\u8fdb\u5316\u800c\u6765\u7684\u201c\u601d\u8003\u529b\u201d<\/h2>\n<p>CoT\u5168\u79f0\u662fChain of Thought\uff0c\u4e2d\u6587\u901a\u5e38\u7ffb\u8bd1\u4e3a\u94fe\u5f0f\u601d\u7ef4\u3001\u601d\u7ef4\u94fe\u7b49\u3002\u5b83\u662f\u5728\u63d0\u793a\u8bcd\u5de5\u7a0b\u4e2d\u88ab\u5e7f\u6cdb\u4f7f\u7528\u7684\u6838\u5fc3\u6280\u672f\u4e4b\u4e00\u3002\u5b83\u7684\u4e2d\u5fc3\u601d\u60f3\u5c31\u662f\u5f53\u6a21\u578b\u78b0\u5230\u590d\u6742\u7684\u63a8\u7406\u95ee\u9898\u7684\u65f6\u5019\uff0c\u8981\u62c6\u89e3\u6210\u591a\u4e2a\u7b80\u5355\u7684\u5b50\u95ee\u9898\uff0c\u5e76\u4f9d\u6b21\u6c42\u89e3\uff0c\u5f62\u6210\u4e00\u6761\u5b8c\u6574\u7684\u63a8\u7406\u94fe\u6761\uff0c\u518d\u8ba9\u5927\u6a21\u578b\u56de\u7b54\u3002<\/p>\n<p>AI\u79d1\u5b66\u5bb6\u4e4b\u6240\u4ee5\u4f1a\u63d0\u51fa\u8fd9\u79cd\u201c\u9010\u5c42\u62c6\u89e3\u201d\u7684\u65b9\u5f0f\uff0c\u8fd8\u8981\u4ece\u4eba\u5de5\u667a\u80fd\u8fdb\u5316\u5386\u53f2\u8bf4\u8d77\u3002<\/p>\n<div class=\"js-star yyp--fancyPost\" data-id=\"45\"><\/div>\n<p>\u5982\u679c\u6211\u4eec\u8981\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u201c\u77ed\u6682\u53c8\u8f89\u714c\u201d\u7684\u5386\u53f2\u627e\u4e00\u4e2a\u5173\u952e\u7684\u91cc\u7a0b\u7891\uff0c\u90a3\u65e0\u7591\u662f2017\u52302019\u5e74\u3002\u90a3\u65f6\u5019\uff0cTransformer\u6a21\u578b\u7684\u51fa\u73b0\uff0c\u4e3a\u673a\u5668\u5b66\u4e60\u5e26\u6765\u4e86\u65b0\u7684\u65b9\u5411\u3002\u4f20\u7edf\u7684\u5168\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u9010\u6e10\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\uff0c\u7814\u7a76\u8005\u4eec\u5f00\u59cb\u63a2\u7d22\u4ee5\u9884\u8bad\u7ec3\u6a21\u578b\u4e3a\u57fa\u7840\uff0c\u8f85\u4ee5Fine-tuning\u7684\u65b0\u65b9\u5411\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u968f\u7740\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u89c4\u6a21\u65e5\u76ca\u589e\u5927\uff0cFine-tuning\u7684\u6210\u672c\u4e5f\u968f\u4e4b\u4e0a\u5347\uff0c\u800c\u6548\u679c\u5374\u4e0d\u5c3d\u5982\u4eba\u610f\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u63d0\u793a\u5de5\u7a0b\u5e94\u8fd0\u800c\u751f\u3002\u5b83\u901a\u8fc7\u63d0\u4f9b\u4efb\u52a1\u6307\u793a\u548c\u4e13\u5bb6\u77e5\u8bc6\uff0c\u4f7f\u5f97AI\u7684\u8f93\u5165\u548c\u8f93\u51fa\u66f4\u52a0\u7b26\u5408\u8bad\u7ec3\u65f6\u7684\u6570\u636e\u6a21\u5f0f\u3002<\/p>\n<p>\u5230\u4e862022\u5e74\uff0cLLM\u7684\u63d0\u793a\u6548\u679c\u6709\u4e86\u663e\u8457\u63d0\u5347\uff0c\u8bb8\u591a\u4e4b\u524d\u96be\u4ee5\u5904\u7406\u7684\u4efb\u52a1\uff0c\u5982\u5bf9\u8bdd\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u90fd\u53d6\u5f97\u4e86\u7a81\u7834\u3002\u7136\u800c\uff0c\u5728\u590d\u6742\u63a8\u7406\u65b9\u9762\uff0c\u5927\u6a21\u578b\u7684\u8868\u73b0\u4ecd\u6709\u63d0\u5347\u7a7a\u95f4\u3002\u5982\u679c\u8ba9LLM\u5904\u7406\u7b97\u672f\u63a8\u7406\u3001\u5e38\u8bc6\u63a8\u7406\u548c\u7b26\u53f7\u63a8\u7406\uff0c\u5b83\u7ed9\u51fa\u7684\u7b54\u6848\u53ef\u80fd\u5e76\u4e0d\u603b\u662f\u51c6\u786e\u3002<\/p>\n<p>\u4e3a\u4e86\u6539\u5584\u8fd9\u4e00\u70b9\uff0c\u94fe\u5f0f\u601d\u7ef4\u88ab\u63d0\u51fa\u3002\u8fd9\u79cd\u65b9\u6cd5\u65e8\u5728\u5e2e\u52a9AI\u66f4\u597d\u5730\u5904\u7406\u590d\u6742\u63a8\u7406\u4efb\u52a1\uff0c\u63d0\u9ad8\u5176\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002\u8fd9\u79cd\u9010\u6b65\u63a8\u7406\u7684\u65b9\u5f0f\u4e0d\u4ec5\u964d\u4f4e\u4e86\u95ee\u9898\u7684\u96be\u5ea6\uff0c\u8fd8\u4f7f\u5f97\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\u66f4\u52a0\u900f\u660e\u548c\u53ef\u89e3\u91ca\u3002<\/p>\n<p>\u6211\u4eec\u7528\u4e00\u4e2a\u4f8b\u5b50\u6765\u8bf4\u660eCoT\u6709\u591a\u91cd\u8981\uff1a<\/p>\n<p>\u63d0\u95ee\uff1a\u8fd9\u4e2a\u9910\u5385\u539f\u6765\u670923\u4e2a\u82f9\u679c\u3002\u4e2d\u5348\u7528\u6389\u4e8620\u4e2a\uff0c\u7136\u540e\u53c8\u4e70\u8fdb\u4e866\u4e2a\u3002\u8bf7\u95ee\u73b0\u5728\u9910\u5385\u4e00\u5171\u6709\u591a\u5c11\u4e2a\u82f9\u679c\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/10\/vMyrkjD7RlKHJXD8eKct.png\" \/><\/p>\n<p>\u8fd9\u4e2a\u5728\u4eba\u7c7b\u770b\u8d77\u6765\u5e73\u5e73\u65e0\u5947\u7684\u8ba1\u7b97\u9898\uff0c\u5728\u6ca1\u6709\u201c\u94fe\u5f0f\u601d\u7ef4\uff08CoT\uff09\u201d\u7684\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u7b80\u76f4\u662f\u9ed1\u6697\u964d\u4e34\u3002<\/p>\n<p>\u56e0\u4e3a\u6ca1\u6709\u94fe\u5f0f\u601d\u7ef4\u7684LLM\u4f1a\u76f4\u63a5\u56de\u7b54\u4f60\uff1a\u8fd8\u670927\u4e2a\u3002<\/p>\n<p>\u4f60\u751a\u81f3\u4e0d\u77e5\u9053\u5b83\u4e3a\u4ec0\u4e48\u4f1a\u751f\u6210\u8fd9\u4e48\u4e2a\u79bb\u8c31\u7684\u7b54\u6848\u3002<\/p>\n<p>\u597d\u5728\u6211\u4eec\u6709\u4e86CoT\uff0c\u5b83\u80fd\u8981\u6c42\u6a21\u578b\u9010\u6b65\u62c6\u89e3\u8fd9\u4e2a\u95ee\u9898\uff1a<\/p>\n<ol>\n<li>\u8fd9\u4e2a\u9910\u5385\u6700\u5f00\u59cb\u670923\u4e2a\u82f9\u679c\u3002<\/li>\n<li>\u7528\u6389\u4e8620\u4e2a\uff0c\u6240\u4ee5\u662f23-20=3\u3002<\/li>\n<li>\u53c8\u4e70\u4e866\u4e2a\uff0c\u6240\u4ee5\u662f6+3 = 9\u3002<\/li>\n<\/ol>\n<p>\u6240\u4ee5\uff0c\u7b54\u6848\u662f9\u4e2a\u3002\u56de\u7b54\u6b63\u786e\uff01<\/p>\n<p>\u81ea\u6b64\uff0c\u5927\u6a21\u578b\u6709\u4e86\u201c\u601d\u8003\u4e4b\u5149\u201d\u3002\u6b64\u540e\u6280\u672f\u754c\u5bf9\u4e8eCoT\uff0c\u6709\u4e86\u4e00\u7cfb\u5217\u7684\u884d\u751f\u7814\u7a76\uff0c\u5927\u81f4\u6210\u679c\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\u7ed3\u5408\u9a8c\u8bc1\u548c\u7ec6\u5316\uff1a\u601d\u7ef4\u94fe\u63a8\u7406\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u51fa\u73b0\u8bef\u5dee\uff0c\u4ea7\u751f\u9519\u8bef\u7684\u63a8\u7406\u6b65\u9aa4\u3002\u4e3a\u4e86\u51cf\u5c11\u8fd9\u79cd\u73b0\u8c61\uff0c\u7ed3\u5408\u9a8c\u8bc1\u6765\u83b7\u53d6\u53cd\u9988\uff0c\u5e76\u6839\u636e\u53cd\u9988\u6539\u8fdb\u63a8\u7406\u8fc7\u7a0b\u3002<\/li>\n<li>\u95ee\u9898\u5206\u89e3\uff1a\u901a\u8fc7\u5c06\u591a\u6b65\u9aa4\u63a8\u7406\u95ee\u9898\u5206\u89e3\u6210\u591a\u4e2a\u4e2d\u95f4\u6b65\u9aa4\uff0c\u5206\u914d\u7ed9\u66f4\u591a\u7684\u8ba1\u7b97\u91cf\uff0c\u751f\u6210\u66f4\u591a\u7684token\uff0c\u518d\u8fdb\u884c\u6c42\u89e3\u3002<\/li>\n<li>\u5229\u7528\u5916\u90e8\u77e5\u8bc6\uff1a\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5bf9\u4e0d\u786e\u5b9a\u7684\u4f8b\u5b50\u8fdb\u884c\u91cd\u65b0\u63a8\u7406\uff0c\u51cf\u5c11\u5206\u6790\u4e2d\u7684\u4e8b\u5b9e\u9519\u8bef\u3002<\/li>\n<li>\u6295\u7968\u6392\u5e8f\uff1a\u5229\u7528\u6295\u7968\u673a\u5236\u6d88\u9664\u9519\u8bef\u7b54\u6848\uff0c\u7136\u540e\u5bf9\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u8fdb\u884c\u72ec\u7acb\u7684\u7ec6\u7c92\u5ea6\u9a8c\u8bc1\u3002<\/li>\n<li>\u63d0\u9ad8\u6548\u7387\uff1a\u901a\u8fc7\u4f18\u5316\u6a21\u578b\u7ed3\u6784\u548c\u7b97\u6cd5\uff0c\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u91cf\uff0c\u63d0\u9ad8\u63a8\u7406\u7684\u6548\u7387\u3002<\/li>\n<li>\u51cf\u5c11\u504f\u89c1\uff1a\u9488\u5bf9CoT\u53ef\u80fd\u4ea7\u751f\u7684\u7cfb\u7edf\u6027\u504f\u89c1\u95ee\u9898\uff0c\u5f15\u5165\u4e86BCT\u65e0\u76d1\u7763\u5fae\u8c03\u65b9\u6848\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u8bad\u7ec3\u6a21\u578b\u5728\u5305\u542b\u548c\u4e0d\u5305\u542b\u504f\u89c1\u7279\u5f81\u7684\u63d0\u793a\u4e0b\u7ed9\u51fa\u4e00\u81f4\u7684\u63a8\u7406\uff0c\u51cf\u5c11\u504f\u89c1\u63a8\u7406\u3002<\/li>\n<li>Let&#8217;s think step by step\uff1a\u5f15\u5165\u4e86\u4e00\u79cd\u7b80\u5355\u7684\u63d0\u793a\u65b9\u6cd5\uff0c\u901a\u8fc7\u5728\u95ee\u9898\u7684\u7ed3\u5c3e\u9644\u52a0\u201cLet&#8217;s think step by step\u201d\u7b49\u8bcd\u8bed\uff0c\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u751f\u6210\u4e00\u4e2a\u56de\u7b54\u95ee\u9898\u7684\u601d\u7ef4\u94fe\u3002\u8fd9\u79cd\u65b9\u6cd5\u65e0\u9700\u989d\u5916\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u53ef\u4ee5\u76f4\u63a5\u5e94\u7528\u4e8e\u5404\u79cd\u63a8\u7406\u4efb\u52a1\u3002<\/li>\n<\/ol>\n<p>\u8fd9\u4e9b\u589e\u5f3a\u7684\u6280\u672f\u624b\u6bb5\uff0c\u8ba9\u5927\u6a21\u578b\u7684\u201c\u94fe\u5f0f\u601d\u7ef4\u201d\u9664\u4e86\u201c\u5728\u4e2d\u95f4\u52a0\u6b65\u9aa4\u201d\u7684\u603b\u539f\u5219\uff0c\u6709\u4e86\u66f4\u591a\u7684\u63a8\u7406\u4fdd\u969c\uff0c\u8ba9\u6574\u4e2a\u63a8\u7406\u8fc7\u7a0b\u66f4\u4e25\u8c28\uff0c\u751f\u6210\u7684\u7ed3\u679c\u8d28\u91cf\u4e5f\u66f4\u597d\u3002<\/p>\n<h2  id=\"toc-3\" class=\"jltoc--item\">03 \u5e94\u7528\uff1a\u5145\u5206\u5f00\u53d1CoT\uff0c\u4e3a\u6211\u6240\u7528<\/h2>\n<p>\u5230\u8fd9\u91cc\uff0c\u4e5f\u8bb8\u4f60\u4f1a\u95ee\uff1aCoT\u7684\u529f\u6548\u6211\u77e5\u9053\u4e86\uff0c\u4f46\u6211\u5e76\u4e0d\u662f\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff0c\u5e73\u65f6\u53ea\u662f\u8981\u5e94\u7528\u63d0\u793a\u8bcd\u8fdb\u884c\u5de5\u4f5c\uff0c\u4e86\u89e3CoT\u5bf9\u6211\u6765\u8bf4\u6709\u4ec0\u4e48\u7528\uff1f<\/p>\n<p>\u5728\u6211\u4eec\u7684\u7ecf\u9a8c\u4e2d\uff0c\u5373\u4fbf\u662f\u5728\u5185\u5bb9\u521b\u4f5c\u3001\u4ea7\u54c1\u8bbe\u8ba1\u6216\u9879\u76ee\u89c4\u5212\u7b49\u9886\u57df\uff0c\u53ea\u9700\u638c\u63e1\u4e00\u4e9b\u57fa\u672c\u7684\u589e\u5f3a\u6280\u5de7\uff0c\u4f9d\u7136\u80fd\u5145\u5206\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u6f5c\u80fd\uff0c\u70b9\u4eae\u5b83\u7684\u201c\u601d\u8003\u4e4b\u5149\u201d\u3002<\/p>\n<p>\u6211\u4eec\u603b\u7ed3\u4e86\u4e94\u79cd\u5b9e\u7528\u7684\u573a\u666f\uff1a<\/p>\n<h3>1. Let&#8217;s think step by step<\/h3>\n<p><strong>\u505a\u6cd5\uff1a<\/strong>\u5728\u8f93\u5165\u95ee\u9898\u4e4b\u540e\uff0c\u52a0\u4e00\u53e5\u540e\u7f00\uff1aLet&#8217;s think step by step\u3002<\/p>\n<p><strong>\u6536\u76ca\uff1a<\/strong>\u8fd9\u662f\u6700\u7b80\u5355\u7684\u201c\u94fe\u5f0f\u601d\u7ef4\u201d\u7684\u542f\u52a8\u8bed\u3002\u5728\u95ee\u9898\u540e\u52a0\u5165\u8fd9\u53e5\u8bdd\uff0c\u4f1a\u8981\u6c42LLM\u4e0d\u8981\u76f4\u63a5\u8df3\u7ed3\u8bba\uff0c\u800c\u662f\u4ee5\u4e00\u79cd\u9010\u6b65\u63a8\u7406\u7684\u65b9\u5f0f\u6765\u5904\u7406\u95ee\u9898\u3002\u56e0\u6b64\uff0c\u5728\u4e00\u4e9b\u7b80\u5355\u7684\u9700\u8981\u5206\u6b65\u9aa4\u601d\u8003\u7684\u573a\u666f\uff0c\u5b83\u4f1a\u4fc3\u8fdbLLM\u4e3b\u52a8\u5206\u6b65\u9aa4\uff0c\u63d0\u9ad8\u5b83\u56de\u7b54\u7684\u9760\u8c31\u7a0b\u5ea6\u3002<\/p>\n<h3>2. \u590d\u6742\u51b3\u7b56\/\u8bc4\u4f30\u7684\u62a5\u544a\u4ea7\u51fa<\/h3>\n<p><strong>\u505a\u6cd5\uff1a<\/strong>\u5728\u4e00\u4e9b\u590d\u6742\u7684\u51b3\u7b56\/\u8bc4\u4f30\u62a5\u544a\u7684\u751f\u6210\u573a\u666f\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u540e\u7f00\u201c\u8bf7\u8bf4\u660e\u7406\u7531\/\u8bf7\u8bf4\u51fa\u4f60\u7684\u63a8\u7406\u8fc7\u7a0b\u201d\u6765\u8ba9LLM\u8bf4\u660e\u4ed6\u7684\u8bc4\u4f30\u7406\u7531\uff0c\u8ba9\u5b83\u63d0\u4f9b\u7684\u62a5\u544a\u4e0d\u4ec5\u4ec5\u53ea\u6709\u7ed3\u679c\uff0c\u8fd8\u4f1a\u51b3\u7b56\/\u8bc4\u4f30\u8fc7\u7a0b\uff0c\u4f7f\u7ed3\u679c\u66f4\u5177\u53c2\u8003\u6027\u3002\u6bd4\u5982\uff1a<\/p>\n<ul>\n<li>\u5f53\u4f60\u63d0\u4f9b\u4e00\u4e9b\u4eba\u624d\u7ee9\u6548\u4fe1\u606f\u8ba9\u5b83\u89e3\u8bfb\uff0c\u5e76\u8981\u6c42\u8bc4\u4f30\u201c\u6211\u4eec\u5982\u4f55\u786e\u5b9a\u9500\u552e\u56e2\u961f\u4e2d\u54ea\u4e9b\u6210\u5458\u662f\u9ad8\u6f5c\u529b\u4eba\u624d\uff0c\u54ea\u4e9b\u9700\u8981\u8fdb\u4e00\u6b65\u57f9\u8bad\uff0c\u4ee5\u53ca\u54ea\u4e9b\u53ef\u80fd\u8003\u8651\u804c\u4f4d\u8c03\u6574\uff1f\u8bf7\u7ed9\u51fa\u9ad8\u6f5c\u529b\u4eba\u624d\u7684\u8bc4\u4f30\uff0c\u5e76\u8bf4\u660e\u7406\u7531\u201d\u3002<\/li>\n<li>\u5f53\u4f60\u6536\u5230\u4e86\u591a\u65b9\u9762\u7684\u8c03\u7814\u53cd\u9988\uff0c\u8981\u5bf9\u8c03\u7814\u4fe1\u606f\u7684\u91cd\u8981\u6027\u505a\u4e00\u4e2a\u6392\u5e8f\uff0c\u4f60\u53ef\u4ee5\u8fd9\u6837\u8981\u6c42\u201c\u8bf7\u6839\u636eXXX\u7684\u6807\u51c6\uff0c\u5bf9\u53cd\u9988\u4fe1\u606f\u505a\u4e00\u4e2a\u5206\u7c7b\u4ee5\u53ca\u91cd\u8981\u6027\u6392\u5e8f\uff0c\u5e76\u8bf4\u51fa\u4f60\u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n<p><strong>\u6536\u76ca\uff1a<\/strong>\u5728\u505a\u4e00\u4e9b\u590d\u6742\u51b3\u7b56\u6216\u8bc4\u4f30\u65f6\uff0c\u51b3\u7b56\u7684\u7406\u7531\u5176\u5b9e\u6bd4\u5355\u4e00\u7ed3\u679c\u66f4\u91cd\u8981\u3002\u800c\u52a0\u4e0a\u8fd9\u4e00\u4e2a\u77ed\u77ed\u7684\u540e\u7f00\uff0c\u4e0d\u4ec5\u4ec5\u80fd\u8ba9LLM\u7684\u4ea7\u51fa\u66f4\u51c6\u786e\uff0c\u6211\u4eec\u4e5f\u80fd\u6536\u83b7\u4e00\u4efd\u6709\u7740\u5408\u7406\u51b3\u7b56\u8fc7\u7a0b\u7684\u4ea7\u51fa\u3002<\/p>\n<h3>3. \u5934\u8111\u98ce\u66b4\uff0c\u521b\u610f\u4ea7\u51fa\u66f4\u7cbe\u51c6<\/h3>\n<p><strong>\u505a\u6cd5\uff1a<\/strong>\u6211\u4eec\u53ef\u4ee5\u7528CoT\u7684\u65b9\u5f0f\uff0c\u8ba9\u5927\u6a21\u578b\u5e2e\u52a9\u6211\u4eec\u8fdb\u884c\u5934\u8111\u98ce\u66b4\uff0c\u4ea7\u51fa\u65b9\u6848\u3002<\/p>\n<p>\u4e3e\u4f8b\uff1a\u5047\u8bbe\u4f60\u662f\u4e00\u5bb6\u5e7f\u544a\u516c\u53f8\u7684\u521b\u610f\u603b\u76d1\uff0c\u4f60\u9700\u8981\u4e3a\u4e00\u5bb6\u65b0\u5174\u7684\u73af\u4fdd\u578b\u6e05\u6d01\u7528\u54c1\u516c\u53f8\u8bbe\u8ba1\u4e00\u4e2a\u5e7f\u544a\u6d3b\u52a8\u3002<\/p>\n<p>\u8f93\u5165\uff1a\u6211\u4eec\u5982\u4f55\u521b\u9020\u4e00\u4e2a\u5e7f\u544a\u6d3b\u52a8\uff0c\u4ee5\u63d0\u9ad8\u8fd9\u5bb6\u73af\u4fdd\u6e05\u6d01\u7528\u54c1\u516c\u53f8\u7684\u5e02\u573a\u77e5\u540d\u5ea6\uff0c\u5e76\u5438\u5f15\u5bf9\u73af\u4fdd\u6709\u9ad8\u5ea6\u610f\u8bc6\u7684\u6d88\u8d39\u8005\uff1f\u201d\u8bf7\u7528\u94fe\u5f0f\u601d\u7ef4\u5934\u8111\u98ce\u66b4\u51fa\u81f3\u5c11\u4e94\u4e2a\u65b9\u6848\u3002<\/p>\n<p>\u5927\u6a21\u578b\uff1a\u94fe\u5f0f\u601d\u7ef4\u5934\u8111\u98ce\u66b4\u65b9\u6848<\/p>\n<p>\u76ee\u6807\uff1a\u4e3a\u65b0\u5174\u7684\u73af\u4fdd\u578b\u6e05\u6d01\u7528\u54c1\u516c\u53f8\u8bbe\u8ba1\u5e7f\u544a\u6d3b\u52a8\uff0c\u63d0\u9ad8\u5e02\u573a\u77e5\u540d\u5ea6\uff0c\u5438\u5f15\u73af\u4fdd\u610f\u8bc6\u5f3a\u7684\u6d88\u8d39\u8005\u3002<\/p>\n<p>\u65b9\u6848\u4e00<\/p>\n<p><b>\u76ee\u6807\u53d7\u4f17\u5206\u6790<\/b>\uff1a\u73af\u4fdd\u610f\u8bc6\u5f3a\u7684\u6d88\u8d39\u8005\u901a\u5e38\u5173\u6ce8\u53ef\u6301\u7eed\u53d1\u5c55\uff0c\u559c\u6b22\u5728\u793e\u4ea4\u5a92\u4f53\u4e0a\u5206\u4eab\u73af\u4fdd\u751f\u6d3b\u65b9\u5f0f\u3002<\/p>\n<p><b>\u521b\u610f\u6982\u5ff5<\/b>\uff1a##\u201c\u7eff\u8272\u751f\u6d3b\uff0c\u4ece\u9009\u62e9\u5f00\u59cb\u201d##<\/p>\n<p><b>\u6267\u884c\u7b56\u7565<\/b>\uff1a<\/p>\n<p>\u5236\u4f5c\u4e00\u7cfb\u5217\u77ed\u89c6\u9891\uff0c\u5c55\u793a\u4f7f\u7528\u6211\u4eec\u7684\u4ea7\u54c1\u5982\u4f55\u51cf\u5c11\u5bf9\u73af\u5883\u7684\u5f71\u54cd\u3002\u5728Instagram\u548cFacebook\u4e0a\u53d1\u8d77#\u7eff\u8272\u751f\u6d3b\u6311\u6218#\uff0c\u9f13\u52b1\u7528\u6237\u5206\u4eab\u4ed6\u4eec\u4f7f\u7528\u73af\u4fdd\u4ea7\u54c1\u7684\u7167\u7247\u548c\u6545\u4e8b\u3002<\/p>\n<p>\u65b9\u6848\u4e8c<\/p>\n<p><b>\u76ee\u6807\u53d7\u4f17\u5206\u6790<\/b>\uff1a\u73af\u4fdd\u6d88\u8d39\u8005\u503e\u5411\u4e8e\u4fe1\u4efb\u548c\u652f\u6301\u90a3\u4e9b\u516c\u5f00\u900f\u660e\u3001\u6709\u793e\u4f1a\u8d23\u4efb\u611f\u7684\u54c1\u724c\u3002<\/p>\n<p><b>\u521b\u610f\u6982\u5ff5<\/b>\uff1a##\u201c\u900f\u660e\u5316\u751f\u4ea7\uff0c\u6e05\u6d01\u4f60\u6211\u4ed6\u201d##<\/p>\n<p><b>\u6267\u884c\u7b56\u7565<\/b>\uff1a<\/p>\n<p>\u5f00\u53d1\u4e00\u4e2a\u5fae\u578b\u7f51\u7ad9\uff0c\u8be6\u7ec6\u5c55\u793a\u6211\u4eec\u4ea7\u54c1\u7684\u751f\u4ea7\u8fc7\u7a0b\u548c\u73af\u4fdd\u5b9e\u8df5\u3002<\/p>\n<p>\u9080\u8bf7\u6d88\u8d39\u8005\u53c2\u89c2\u5de5\u5382\uff0c\u8ba9\u4ed6\u4eec\u4eb2\u773c\u770b\u5230\u4ea7\u54c1\u7684\u73af\u4fdd\u751f\u4ea7\u6d41\u7a0b\u3002<\/p>\n<p>\u65b9\u6848\u4e09<\/p>\n<p><b>\u76ee\u6807\u53d7\u4f17\u5206\u6790<\/b>\uff1a\u73af\u4fdd\u6d88\u8d39\u8005\u66f4\u613f\u610f\u4e3a\u6709\u6545\u4e8b\u3001\u6709\u60c5\u611f\u7684\u4ea7\u54c1\u4e70\u5355\u3002<\/p>\n<p><b>\u521b\u610f\u6982\u5ff5<\/b>\uff1a##\u201c\u6bcf\u4e00\u6ef4\uff0c\u90fd\u627f\u8f7d\u7740\u5730\u7403\u7684\u672a\u6765\u201d##<\/p>\n<p><b>\u6267\u884c\u7b56\u7565<\/b>\uff1a<\/p>\n<p>\u5236\u4f5c\u60c5\u611f\u5316\u7684\u5e7f\u544a\uff0c\u8bb2\u8ff0\u6211\u4eec\u7684\u4ea7\u54c1\u5982\u4f55\u5e2e\u52a9\u4fdd\u62a4\u73af\u5883\uff0c\u6bd4\u5982\u51cf\u5c11\u6c34\u8d44\u6e90\u6d6a\u8d39\u3002<\/p>\n<p>\u4e0e\u73af\u4fdd\u7ec4\u7ec7\u5408\u4f5c\uff0c\u901a\u8fc7\u516c\u76ca\u6d3b\u52a8\u63d0\u5347\u54c1\u724c\u5f62\u8c61\u3002<\/p>\n<p>\u65b9\u6848\u56db<\/p>\n<p><b>\u76ee\u6807\u53d7\u4f17\u5206\u6790<\/b>\uff1a\u5e74\u8f7b\u4e00\u4ee3\u7684\u73af\u4fdd\u6d88\u8d39\u8005\u559c\u6b22\u901a\u8fc7\u4ed6\u4eec\u7684\u6d88\u8d39\u884c\u4e3a\u6765\u8868\u8fbe\u81ea\u5df1\u7684\u8eab\u4efd\u548c\u4ef7\u503c\u89c2\u3002<\/p>\n<p><b>\u521b\u610f\u6982\u5ff5<\/b>\uff1a##\u201c\u9009\u62e9\u73af\u4fdd\uff0c\u9009\u62e9\u6f6e\u6d41\u201d##<\/p>\n<p><b>\u6267\u884c\u7b56\u7565<\/b>\uff1a<\/p>\n<p>\u8bbe\u8ba1\u4e00\u7cfb\u5217\u65f6\u5c1a\u3001\u6709\u8da3\u7684\u73af\u4fdd\u6e05\u6d01\u7528\u54c1\u5305\u88c5\uff0c\u5438\u5f15\u5e74\u8f7b\u6d88\u8d39\u8005\u7684\u6ce8\u610f\u3002<\/p>\n<p>\u5728\u5927\u5b66\u6821\u56ed\u548c\u97f3\u4e50\u8282\u7b49\u5e74\u8f7b\u4eba\u805a\u96c6\u7684\u5730\u65b9\u8fdb\u884c\u4ea7\u54c1\u5c55\u793a\u548c\u63a8\u5e7f\u3002<\/p>\n<p>\u65b9\u6848\u4e94<\/p>\n<p><b>\u76ee\u6807\u53d7\u4f17\u5206\u6790<\/b>\uff1a\u73af\u4fdd\u6d88\u8d39\u8005\u901a\u5e38\u5bf9\u4ea7\u54c1\u7684\u6210\u5206\u548c\u6765\u6e90\u975e\u5e38\u5173\u5fc3\u3002<\/p>\n<p><b>\u521b\u610f\u6982\u5ff5<\/b>\uff1a##\u201c\u6e90\u81ea\u81ea\u7136\uff0c\u9988\u4e8e\u81ea\u7136\u201d##<\/p>\n<p><b>\u6267\u884c\u7b56\u7565<\/b>\uff1a<\/p>\n<p>\u5236\u4f5c\u4e00\u7cfb\u5217\u6559\u80b2\u6027\u7684\u5185\u5bb9\uff0c\u5982\u535a\u5ba2\u6587\u7ae0\u548c\u89c6\u9891\uff0c\u4ecb\u7ecd\u6211\u4eec\u4ea7\u54c1\u4e2d\u7684\u5929\u7136\u6210\u5206\u53ca\u5176\u5bf9\u73af\u5883\u7684\u79ef\u6781\u5f71\u54cd\u3002<\/p>\n<p>\u5728\u4ea7\u54c1\u5305\u88c5\u4e0a\u589e\u52a0\u4e8c\u7ef4\u7801\uff0c\u6d88\u8d39\u8005\u626b\u63cf\u540e\u53ef\u4ee5\u4e86\u89e3\u66f4\u591a\u5173\u4e8e\u4ea7\u54c1\u6210\u5206\u548c\u73af\u4fdd\u6545\u4e8b\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u65b9\u6848\u516d<\/p>\n<p><b>\u76ee\u6807\u53d7\u4f17\u5206\u6790<\/b>\uff1a\u73af\u4fdd\u6d88\u8d39\u8005\u53ef\u80fd\u4f1a\u5bf9\u90a3\u4e9b\u63d0\u4f9b\u53ef\u6301\u7eed\u751f\u6d3b\u65b9\u5f0f\u89e3\u51b3\u65b9\u6848\u7684\u54c1\u724c\u611f\u5174\u8da3\u3002<\/p>\n<p><b>\u521b\u610f\u6982\u5ff5<\/b>\uff1a##\u201c\u5168\u65b9\u4f4d\u7eff\u8272\u751f\u6d3b\u201d##<\/p>\n<p><b>\u6267\u884c\u7b56\u7565<\/b>\uff1a<\/p>\n<p>\u4e0e\u751f\u6d3b\u65b9\u5f0f\u535a\u4e3b\u548c\u73af\u4fddKOL\u5408\u4f5c\uff0c\u5c55\u793a\u6211\u4eec\u7684\u4ea7\u54c1\u662f\u5982\u4f55\u878d\u5165\u65e5\u5e38\u751f\u6d3b\u7684\u3002<\/p>\n<p>\u5f00\u53d1\u4e00\u4e2a\u7eff\u8272\u751f\u6d3b\u6307\u5357\uff0c\u63d0\u4f9b\u4f7f\u7528\u6211\u4eec\u4ea7\u54c1\u7684\u5404\u79cd\u73af\u4fdd\u5c0f\u8d34\u58eb\u3002<\/p>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u94fe\u5f0f\u601d\u7ef4\u5934\u8111\u98ce\u66b4\uff0c\u6211\u4eec\u5f97\u5230\u4e86\u516d\u4e2a\u9488\u5bf9\u4e0d\u540c\u65b9\u9762\u548c\u7b56\u7565\u7684\u5e7f\u544a\u6d3b\u52a8\u65b9\u6848\uff0c\u6bcf\u4e2a\u65b9\u6848\u90fd\u65e8\u5728\u63d0\u9ad8\u65b0\u5174\u73af\u4fdd\u578b\u6e05\u6d01\u7528\u54c1\u516c\u53f8\u7684\u5e02\u573a\u77e5\u540d\u5ea6\uff0c\u5e76\u5438\u5f15\u76ee\u6807\u6d88\u8d39\u8005\u3002<\/p>\n<p><strong>\u6536\u76ca\uff1a<\/strong>\u5982\u679c\u6211\u4eec\u5c11\u4e86\u201c\u8bf7\u7528\u94fe\u5f0f\u601d\u7ef4\u7684\u65b9\u5f0f\u201d\uff0c\u53ea\u662f\u7b80\u5355\u8981\u6c42\u5927\u6a21\u578b\u201c\u8bf7\u7ed9\u6211\u4e94\u4e2a\u65b9\u6848\u201d\uff0c\u6211\u4eec\u6536\u83b7\u7684\u53ea\u6709\u4e94\u4e2a\u65b9\u6848\u7684\u63cf\u8ff0\u3002\u4f46\u662f\u7531\u4e8e\u591a\u4e86\u94fe\u5f0f\u601d\u7ef4\u7684\u8981\u6c42\uff0c\u5927\u6a21\u578b\u5c31\u4f1a\u4ece\u53d7\u4f17\u3001\u6982\u5ff5\u3001\u7b56\u7565\u7b49\u6b65\u9aa4\u9010\u4e00\u8fdb\u884c\u5206\u89e3\uff0c\u7ed9\u51fa\u66f4\u7cbe\u51c6\u7684\u7b54\u6848\u3002<\/p>\n<h3>4. \u4e3a\u601d\u8003\u6d41\u7a0b\u8fdb\u884c\u201c\u81ea\u5b9a\u4e49\u201d<\/h3>\n<p><strong>\u505a\u6cd5\uff1a<\/strong>\u4ee5\u4e0a\u76843\u79cd\u505a\u6cd5\uff0c\u6211\u4eec\u90fd\u53ea\u662f\u7ed9\u5230\u4e86LLM\u201c\u4f60\u8981\u8fdb\u884c\u5206\u6b65\u9aa4\u601d\u8003\u201d\u7684\u8981\u6c42\uff0c\u4f46\u5e76\u6ca1\u6709\u5b9a\u4e49\u5177\u4f53\u7684\u6b65\u9aa4\u3002\u4f46\u4e8b\u5b9e\u4e0a\uff0c\u5982\u679c\u4f60\u5df2\u6709\u6210\u719f\u7684\u601d\u8003\u6b65\u9aa4\uff0c\u4e5f\u53ef\u4ee5\u8981\u6c42LLM\u8ddf\u7740\u4f60\u7684\u8981\u6c42\u8d70\u3002<\/p>\n<blockquote>\n<p><strong>\u4e3e\u4f8b\uff1a<\/strong>\u4f60\u60f3\u521b\u4f5c\u4e00\u4e2a\u65f6\u95f4\u65c5\u884c\u7684\u6545\u4e8b\uff0c\u60f3\u8ba9LLM\u5e2e\u7740\u6784\u601d\u60c5\u8282\uff0c\u4f46\u4f60\u6709\u7740\u4e25\u683c\u7684\u601d\u8003\u8981\u6c42\uff0c\u5e76\u4e0d\u60f3\u8ba9\u5927\u6a21\u578b\u653e\u98de\u81ea\u6211\u3002\u4f60\u53ef\u4ee5\u8fd9\u6837\u5199\uff1a<\/p>\n<p>\u6211\u662f\u4e00\u4e2a\u79d1\u5e7b\u5c0f\u8bf4\u5bb6\uff0c\u6211\u5e0c\u671b\u4f60\u80fd\u5e2e\u6211\u6784\u601d\u4e00\u90e8\u65f6\u95f4\u65c5\u884c\u7684\u4f5c\u54c1\u3002\u8bf7\u6839\u636eCoT\u9010\u6b65\u601d\u8003\u4ee5\u4e0b\u95ee\u9898\uff1a<\/p>\n<p>1. \u5b9a\u4e49\u6838\u5fc3\u6982\u5ff5\uff1a\u65f6\u95f4\u65c5\u884c\u5982\u4f55\u5f71\u54cd\u4eba\u7269\u548c\u4e8b\u4ef6\uff1f<\/p>\n<p>2. \u63a2\u7d22\u53ef\u80fd\u6027\uff1a\u5982\u679c\u4e00\u4e2a\u89d2\u8272\u53ef\u4ee5\u56de\u5230\u8fc7\u53bb\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u6539\u53d8\u4ec0\u4e48\uff1f<\/p>\n<p>3. \u6784\u5efa\u60c5\u8282\uff1a\u89d2\u8272\u7684\u884c\u52a8\u5982\u4f55\u5f15\u53d1\u4e00\u7cfb\u5217\u4e8b\u4ef6\uff0c\u5bfc\u81f4\u610f\u60f3\u4e0d\u5230\u7684\u540e\u679c\uff1f<\/p>\n<p>4. \u6df1\u5316\u4e3b\u9898\uff1a\u65f6\u95f4\u65c5\u884c\u7684\u9053\u5fb7\u56f0\u5883\u548c\u54f2\u5b66\u95ee\u9898\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u4ea7\u51fa\uff1a\u4e00\u7bc7\u5b8c\u5584\u7684\u6545\u4e8b\u5927\u7eb2\uff0c\u4e0d\u5f97\u5c11\u4e8e2000\u5b57<\/p>\n<p><strong>AI\u7684\u56de\u7b54\uff1a<\/strong><\/p>\n<p>\u6545\u4e8b\u5927\u7eb2\uff1a\u300a\u65f6\u95f4\u7684\u7ec7\u8005\u300b<\/p>\n<p>1. \u5b9a\u4e49\u6838\u5fc3\u6982\u5ff5\uff1a\u65f6\u95f4\u65c5\u884c\u5982\u4f55\u5f71\u54cd\u4eba\u7269\u548c\u4e8b\u4ef6\uff1f<\/p>\n<p><b>\u6838\u5fc3\u6982\u5ff5\uff1a<\/b><\/p>\n<p>\u65f6\u95f4\u65c5\u884c\u4e0d\u662f\u7b80\u5355\u7684\u5386\u53f2\u91cd\u5199\uff0c\u800c\u662f\u4e00\u7cfb\u5217\u590d\u6742\u7684\u56e0\u679c\u94fe\u3002\u6bcf\u4e00\u6b21\u65c5\u884c\u90fd\u662f\u5bf9\u65f6\u95f4\u7ec7\u7269\u7684\u7f16\u7ec7\uff0c\u6bcf\u4e00\u6b21\u6539\u53d8\u90fd\u53ef\u80fd\u4ea7\u751f\u65e0\u6cd5\u9884\u6599\u7684\u8fde\u9501\u53cd\u5e94\u3002<\/p>\n<p><b>\u5f71\u54cd\uff1a<\/b><\/p>\n<p><b>\u4eba\u7269<\/b>\uff1a\u65f6\u95f4\u65c5\u884c\u8005\u4f1a\u7ecf\u5386\u8eab\u4efd\u7684\u8f6c\u53d8\uff0c\u4ece\u5386\u53f2\u7684\u65c1\u89c2\u8005\u53d8\u4e3a\u53c2\u4e0e\u8005\uff0c\u751a\u81f3\u53ef\u80fd\u6210\u4e3a\u5386\u53f2\u7684\u521b\u9020\u8005\u3002<\/p>\n<p><b>\u4e8b\u4ef6<\/b>\uff1a\u5386\u53f2\u4e0d\u518d\u662f\u56fa\u5b9a\u7684\uff0c\u800c\u662f\u6d41\u52a8\u7684\uff0c\u6bcf\u4e00\u6b21\u65c5\u884c\u90fd\u53ef\u80fd\u5bfc\u81f4\u5b8c\u5168\u4e0d\u540c\u7684\u5386\u53f2\u8d70\u5411\u3002<\/p>\n<p>2. \u63a2\u7d22\u53ef\u80fd\u6027\uff1a\u5982\u679c\u4e00\u4e2a\u89d2\u8272\u53ef\u4ee5\u56de\u5230\u8fc7\u53bb\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u6539\u53d8\u4ec0\u4e48\uff1f<\/p>\n<p><b>\u89d2\u8272<\/b>\uff1a\u827e\u4e3d\u68ee\uff0c\u4e00\u4f4d\u7269\u7406\u5b66\u5bb6\uff0c\u53d1\u73b0\u4e86\u65f6\u95f4\u65c5\u884c\u7684\u79d8\u5bc6\u3002<\/p>\n<p><b>\u53ef\u80fd\u7684\u6539\u53d8<\/b>\uff1a<\/p>\n<p><b>\u4e2a\u4eba\u5c42\u9762<\/b>\uff1a\u827e\u4e3d\u68ee\u8bd5\u56fe\u4fee\u6b63\u81ea\u5df1\u8fc7\u53bb\u7684\u9519\u8bef\uff0c\u6bd4\u5982\u633d\u6551\u4eb2\u4eba\u7684\u751f\u547d\u3002<\/p>\n<p><b>\u793e\u4f1a\u5c42\u9762<\/b>\uff1a\u5979\u8003\u8651\u6539\u53d8\u5386\u53f2\u4e0a\u7684\u91cd\u5927\u4e8b\u4ef6\uff0c\u5982\u963b\u6b62\u6218\u4e89\u6216\u707e\u96be\u3002<\/p>\n<p><b>\u79d1\u5b66\u5c42\u9762<\/b>\uff1a\u5979\u8bd5\u56fe\u5e26\u56de\u672a\u6765\u7684\u79d1\u6280\uff0c\u4ee5\u52a0\u901f\u5f53\u524d\u793e\u4f1a\u7684\u53d1\u5c55\u3002<\/p>\n<p>3. \u6784\u5efa\u60c5\u8282\uff1a\u89d2\u8272\u7684\u884c\u52a8\u5982\u4f55\u5f15\u53d1\u4e00\u7cfb\u5217\u4e8b\u4ef6\uff0c\u5bfc\u81f4\u610f\u60f3\u4e0d\u5230\u7684\u540e\u679c\uff1f<\/p>\n<p><b>\u60c5\u8282\u6982\u8ff0<\/b>\uff1a<\/p>\n<p>\u827e\u4e3d\u68ee\u9996\u6b21\u5c1d\u8bd5\u65f6\u95f4\u65c5\u884c\uff0c\u6210\u529f\u56de\u5230\u4e86\u5341\u5e74\u524d\uff0c\u8bd5\u56fe\u963b\u6b62\u4e00\u573a\u5bfc\u81f4\u5979\u5f1f\u5f1f\u6b7b\u4ea1\u7684\u8f66\u7978\u3002\u7136\u800c\uff0c\u5979\u7684\u884c\u52a8\u610f\u5916\u5730\u6539\u53d8\u4e86\u5386\u53f2\uff0c\u5bfc\u81f4\u4e86\u4e00\u4e2a\u5e73\u884c\u5b87\u5b99\u7684\u51fa\u73b0\uff0c\u5176\u4e2d\u5979\u7684\u5f1f\u5f1f\u6210\u4e3a\u4e86\u4e00\u4e2a\u79d1\u6280\u5de8\u5934\uff0c\u4f46\u540c\u65f6\u4e5f\u5f15\u53d1\u4e86\u4e00\u573a\u5168\u7403\u6027\u7684\u7ecf\u6d4e\u5371\u673a\u3002<\/p>\n<p><b>\u4e8b\u4ef6\u94fe<\/b>\uff1a<\/p>\n<p><b>\u521d\u59cb\u884c\u52a8<\/b>\uff1a\u827e\u4e3d\u68ee\u56de\u5230\u8fc7\u53bb\uff0c\u963b\u6b62\u4e86\u8f66\u7978\u3002<\/p>\n<p><b>\u7b2c\u4e00\u6b21\u540e\u679c<\/b>\uff1a\u5f1f\u5f1f\u5e78\u5b58\uff0c\u6210\u4e3a\u79d1\u6280\u5de8\u5934\u3002<\/p>\n<p><b>\u7b2c\u4e8c\u6b21\u540e\u679c<\/b>\uff1a\u5f1f\u5f1f\u7684\u516c\u53f8\u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u7684\u80fd\u6e90\u6280\u672f\uff0c\u5bfc\u81f4\u5168\u7403\u80fd\u6e90\u5e02\u573a\u5d29\u6e83\u3002<\/p>\n<p><b>\u7b2c\u4e09\u6b21\u540e\u679c<\/b>\uff1a\u7ecf\u6d4e\u5371\u673a\u5f15\u53d1\u793e\u4f1a\u52a8\u8361\uff0c\u827e\u4e3d\u68ee\u53d1\u73b0\u81ea\u5df1\u7684\u4e16\u754c\u53d8\u5f97\u964c\u751f\u548c\u5371\u9669\u3002<\/p>\n<p>4. \u6df1\u5316\u4e3b\u9898\uff1a\u65f6\u95f4\u65c5\u884c\u7684\u9053\u5fb7\u56f0\u5883\u548c\u54f2\u5b66\u95ee\u9898\u662f\u4ec0\u4e48\uff1f<\/p>\n<p><b>\u9053\u5fb7\u56f0\u5883<\/b>\uff1a<\/p>\n<p><b>\u4e2a\u4eba\u4e0e\u96c6\u4f53<\/b>\uff1a\u827e\u4e3d\u68ee\u7684\u4e2a\u4eba\u884c\u52a8\u5bf9\u6574\u4e2a\u793e\u4f1a\u4ea7\u751f\u4e86\u6df1\u8fdc\u7684\u5f71\u54cd\uff0c\u5979\u662f\u5426\u5e94\u8be5\u4e3a\u4e86\u4e2a\u4eba\u7684\u5229\u76ca\u800c\u6539\u53d8\u5386\u53f2\uff1f<\/p>\n<p><b>\u9884\u77e5\u4e0e\u8d23\u4efb<\/b>\uff1a\u5982\u679c\u77e5\u9053\u672a\u6765\u4f1a\u53d1\u751f\u4ec0\u4e48\uff0c\u662f\u5426\u6709\u8d23\u4efb\u53bb\u6539\u53d8\u5b83\uff1f<\/p>\n<p><b>\u54f2\u5b66\u95ee\u9898<\/b>\uff1a<\/p>\n<p><b>\u81ea\u7531\u610f\u5fd7\u4e0e\u547d\u8fd0<\/b>\uff1a\u65f6\u95f4\u65c5\u884c\u662f\u5426\u610f\u5473\u7740\u547d\u8fd0\u662f\u53ef\u5851\u7684\uff0c\u8fd8\u662f\u8bf4\u65f6\u95f4\u65c5\u884c\u672c\u8eab\u5c31\u662f\u547d\u8fd0\u7684\u4e00\u90e8\u5206\uff1f<\/p>\n<p><b>\u5386\u53f2\u7684\u771f\u5b9e\u6027<\/b>\uff1a\u5982\u679c\u5386\u53f2\u53ef\u4ee5\u88ab\u6539\u53d8\uff0c\u90a3\u4e48\u4ec0\u4e48\u662f\u771f\u5b9e\u7684\u5386\u53f2\uff1f<\/p>\n<p><b>\u5b58\u5728\u7684\u610f\u4e49<\/b>\uff1a\u5982\u679c\u8fc7\u53bb\u53ef\u4ee5\u88ab\u91cd\u5199\uff0c\u90a3\u4e48\u73b0\u5728\u7684\u5b58\u5728\u662f\u5426\u8fd8\u6709\u610f\u4e49\uff1f<\/p>\n<p>\u6545\u4e8b\u5927\u7eb2\uff1a<\/p>\n<p><b>\u7b2c\u4e00\u7ae0\uff1a\u53d1\u73b0<\/b><\/p>\n<p>\u827e\u4e3d\u68ee\u5728\u5b9e\u9a8c\u5ba4\u4e2d\u5076\u7136\u53d1\u73b0\u4e86\u65f6\u95f4\u65c5\u884c\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p>\u5979\u5bf9\u65f6\u95f4\u65c5\u884c\u7684\u7406\u8bba\u548c\u5b9e\u8df5\u8fdb\u884c\u4e86\u6df1\u5165\u7814\u7a76\u3002<\/p>\n<p><b>\u7b2c\u4e8c\u7ae0\uff1a\u7b2c\u4e00\u6b21\u65c5\u884c<\/b><\/p>\n<p>\u827e\u4e3d\u68ee\u51b3\u5b9a\u56de\u5230\u8fc7\u53bb\uff0c\u963b\u6b62\u5f1f\u5f1f\u7684\u6b7b\u4ea1\u3002<\/p>\n<p>\u5979\u6210\u529f\u6539\u53d8\u4e86\u5386\u53f2\uff0c\u4f46\u53d1\u73b0\u81ea\u5df1\u7684\u4e16\u754c\u5f00\u59cb\u53d8\u5f97\u964c\u751f\u3002<\/p>\n<p><b>\u7b2c\u4e09\u7ae0\uff1a\u65b0\u4e16\u754c<\/b><\/p>\n<p>\u827e\u4e3d\u68ee\u63a2\u7d22\u65b0\u7684\u5386\u53f2\u7ebf\uff0c\u53d1\u73b0\u5f1f\u5f1f\u6210\u4e3a\u4e86\u79d1\u6280\u5de8\u5934\u3002<\/p>\n<p>\u5979\u5f00\u59cb\u610f\u8bc6\u5230\u81ea\u5df1\u7684\u884c\u52a8\u53ef\u80fd\u5e26\u6765\u4e86\u66f4\u5927\u7684\u95ee\u9898\u3002<\/p>\n<p><b>\u7b2c\u56db\u7ae0\uff1a\u8fde\u9501\u53cd\u5e94<\/b><\/p>\n<p>\u5f1f\u5f1f\u7684\u516c\u53f8\u5f15\u53d1\u4e86\u5168\u7403\u7ecf\u6d4e\u5371\u673a\u3002<\/p>\n<p>\u827e\u4e3d\u68ee\u8bd5\u56fe\u627e\u5230\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u6cd5\u3002<\/p>\n<p><b>\u7b2c\u4e94\u7ae0\uff1a\u9053\u5fb7\u56f0\u5883<\/b><\/p>\n<p>\u827e\u4e3d\u68ee\u9762\u4e34\u9053\u5fb7\u6289\u62e9\uff1a\u662f\u5426\u5e94\u8be5\u518d\u6b21\u5e72\u9884\u5386\u53f2\uff1f<\/p>\n<p>\u5979\u5f00\u59cb\u601d\u8003\u65f6\u95f4\u65c5\u884c\u7684\u9053\u5fb7\u548c\u54f2\u5b66\u610f\u4e49\u3002<\/p>\n<p><b>\u7b2c\u516d\u7ae0\uff1a\u65f6\u95f4\u7684\u7ec7\u8005<\/b><\/p>\n<p>\u827e\u4e3d\u68ee\u51b3\u5b9a\u6210\u4e3a\u4e00\u4e2a\u201c\u65f6\u95f4\u7684\u7ec7\u8005\u201d\uff0c\u8c28\u614e\u5730\u4fee\u590d\u65f6\u95f4\u7ec7\u7269\u7684\u88c2\u75d5\u3002<\/p>\n<p>\u5979\u5b66\u4e60\u5982\u4f55\u5e73\u8861\u4e2a\u4eba\u613f\u671b\u548c\u5bf9\u5386\u53f2\u7684\u8d23\u4efb\u3002<\/p>\n<p><b>\u7b2c\u4e03\u7ae0\uff1a\u56de\u5f52\u4e0e\u63a5\u53d7<\/b><\/p>\n<p>\u827e\u4e3d\u68ee\u6700\u7ec8\u63a5\u53d7\u4e86\u65f6\u95f4\u65c5\u884c\u7684\u540e\u679c\uff0c\u51b3\u5b9a\u6d3b\u5728\u5f53\u4e0b\u3002<\/p>\n<p>\u5979\u5f00\u59cb\u5229\u7528\u81ea\u5df1\u7684\u77e5\u8bc6\u5e2e\u52a9\u5f53\u524d\u7684\u4e16\u754c\uff0c\u800c\u4e0d\u662f\u8bd5\u56fe\u6539\u53d8\u8fc7\u53bb\u3002<\/p>\n<p><b>\u7b2c\u516b\u7ae0\uff1a\u65b0\u7684\u5f00\u59cb<\/b><\/p>\n<p>\u827e\u4e3d\u68ee\u5173\u95ed\u4e86\u65f6\u95f4\u65c5\u884c\u7684\u5b9e\u9a8c\uff0c\u4e13\u6ce8\u4e8e\u5f53\u524d\u7684\u751f\u6d3b\u3002<\/p>\n<p>\u5979\u6210\u4e3a\u4e86\u4e00\u4e2a\u65f6\u95f4\u65c5\u884c\u7406\u8bba\u7684\u8bb2\u5e08\uff0c\u6559\u5bfc\u4eba\u4eec\u5173\u4e8e\u65f6\u95f4\u3001\u5386\u53f2\u548c\u8d23\u4efb\u7684\u91cd\u8981\u6027\u3002<\/p>\n<p><b>\u7ed3\u8bed<\/b>\uff1a<\/p>\n<p>\u827e\u4e3d\u68ee\u7684\u6545\u4e8b\u6210\u4e3a\u4e86\u4e00\u4e2a\u8b66\u793a\uff0c\u63d0\u9192\u4eba\u4eec\u73cd\u60dc\u73b0\u5728\uff0c\u7406\u89e3\u6bcf\u4e00\u4e2a\u9009\u62e9\u7684\u91cd\u8981\u6027\u3002<\/p>\n<p>\u65f6\u95f4\u65c5\u884c\u4e0d\u518d\u662f\u4e00\u4e2a\u9003\u907f\u73b0\u5b9e\u7684\u624b\u6bb5\uff0c\u800c\u662f\u4e00\u4e2a\u5173\u4e8e\u8d23\u4efb\u548c\u63a5\u53d7\u7684\u6559\u8bad\u3002<\/p>\n<p>\u8fd9\u4e2a\u6545\u4e8b\u5927\u7eb2\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5173\u4e8e\u65f6\u95f4\u65c5\u884c\u7684\u590d\u6742\u53d9\u4e8b\uff0c\u63a2\u8ba8\u4e86\u4e2a\u4eba\u9009\u62e9\u5982\u4f55\u5f71\u54cd\u6574\u4e2a\u5b87\u5b99\u7684\u6df1\u523b\u4e3b\u9898\u3002\u901a\u8fc7\u827e\u4e3d\u68ee\u7684\u65c5\u7a0b\uff0c\u8bfb\u8005\u53ef\u4ee5\u601d\u8003\u65f6\u95f4\u3001\u5386\u53f2\u548c\u5b58\u5728\u7684\u610f\u4e49\u3002<\/p>\n<\/blockquote>\n<p><strong>\u6536\u76ca\uff1a<\/strong><\/p>\n<ul>\n<li>\u65e0\u8bba\u662f\u5c0f\u8bf4\u3001\u6f14\u8bb2\u7a3f\u548c\u65b9\u6848\uff0cCoT\u65b9\u6cd5\u901a\u8fc7\u9010\u6b65\u6784\u5efa\u601d\u7ef4\u94fe\u6761\uff0c\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u5efa\u7acb\u5728\u524d\u4e00\u4e2a\u6b65\u9aa4\u7684\u57fa\u7840\u4e0a\uff0c\u4f7f\u5f97\u6574\u4e2a\u6545\u4e8b\u6216\u8bba\u8ff0\u66f4\u52a0\u7f1c\u5bc6\u3001\u524d\u540e\u547c\u5e94\u3002<\/li>\n<li>\u800c\u4e14\u6709\u4e86\u4e2d\u95f4\u6b65\u9aa4\u4e4b\u540e\uff0c\u5982\u679c\u9700\u8981\u5fae\u8c03\u5176\u4e2d\u7684\u67d0\u4e00\u4e2a\u6b65\u9aa4\uff0c\u53ea\u9700\u8981\u7ee7\u7eed\u7ed9\u51fa\u6307\u4ee4\uff0c\u4fee\u6539\u5c40\u90e8\u5373\u53ef\u3002\u4e0d\u4f1a\u5f71\u54cd\u5230\u6574\u4f53\u7684\u6846\u67b6\uff0c\u8c03\u6574\u7684\u6548\u7387\u5927\u4e3a\u63d0\u9ad8\u3002<\/li>\n<\/ul>\n<h3>5. \u591a\u8f6e\u5bf9\u8bdd\u65f6\uff0c\u91cd\u65b0\u5524\u8d77\u8bb0\u5fc6<\/h3>\n<p><strong>\u505a\u6cd5\uff1a<\/strong>\u6709\u65f6\u5019\u6211\u4eec\u5728\u505a\u590d\u6742\u7684\u8bbe\u8ba1\/\u5206\u6790\u65f6\uff0c\u53ef\u80fd\u4f1a\u6d89\u53ca\u5230\u591a\u8f6e\u4ea7\u51fa\u3002\u6b64\u65f6\uff0cCoT\u4e5f\u6709\u7528\u6b66\u4e4b\u5730\u3002\u7531\u4e8e\u6bcf\u8f6e\u7684\u8bbe\u8ba1\u53ef\u80fd\u90fd\u4f1a\u6709\u8f83\u957f\u7684\u6587\u672c\u8f93\u5165\u8f93\u51fa\uff0c\u5982\u679c\u4e0a\u4e0b\u6587\u5185\u5bb9\u591a\u4e86\uff0cLLM\u5c31\u548c\u4eba\u7c7b\u4e00\u6837\uff0c\u5bf9\u8f83\u65e9\u7684\u5185\u5bb9\u5c31\u201c\u6de1\u5fd8\u201d\u3002\u6240\u4ee5\uff0c\u6211\u4eec\u5728\u591a\u8f6e\u8ba8\u8bba\u4e2d\uff0c\u8981\u63d0\u9192\u5b83\u7ed3\u5408\u4e0a\u4e0b\u6587\u601d\u8003\u3002<\/p>\n<p><strong>\u4e3e\u4f8b\uff1a<\/strong>\u6211\u4eec\u8981\u901a\u8fc7LLM\u6765\u8bbe\u8ba1\u4e00\u4e2a\u865a\u62df\u7684\u6e38\u620f\u89d2\u8272\uff0c\u5df2\u7ecf\u8ddfLLM\u8fdb\u884c\u591a\u8f6e\u8bbe\u8ba1\uff1a\u89d2\u8272\u7684\u6838\u5fc3\u6982\u5ff5\u3001\u80cc\u666f\u3001\u5f62\u8c61\u3001\u6280\u80fd\u3002\u6700\u540e\u4e00\u6b65\u662f\u8981\u7ed3\u5408\u4ee5\u4e0a\u6240\u6709\u5185\u5bb9\uff0c\u6765\u8bbe\u8ba1\u89d2\u8272\u7684\u4eba\u9645\u5173\u7cfb\uff0c\u90a3\u4e48\u5728\u8f93\u5165\u8bbe\u8ba1\u8981\u6c42\u4e4b\u540e\uff0c\u53ef\u4ee5\u52a0\u5165\u540e\u7f00\uff1a&lt;\u8bf7\u6839\u636e\u4ee5\u4e0b\u6d41\u7a0b\u6765\u5de5\u4f5c&gt;<\/p>\n<ol>\n<li>\u601d\u8003\u89d2\u8272\u7684\u6838\u5fc3\u6982\u5ff5<\/li>\n<li>\u601d\u8003\u89d2\u8272\u7684\u89c6\u89c9\u5f62\u8c61<\/li>\n<li>\u601d\u8003\u89d2\u8272\u7684\u80fd\u529b\u4e0e\u6280\u80fd<\/li>\n<li>\u601d\u8003\u4eba\u9645\u5173\u7cfb\u7684\u8bbe\u8ba1\u8981\u6c42<\/li>\n<\/ol>\n<p><strong>\u6536\u76ca\uff1a<\/strong>\u80fd\u786e\u4fddLLM\u7efc\u5408\u591a\u8f6e\u5927\u6587\u672c\u7684\u7406\u89e3\u548c\u601d\u8003\uff0c\u518d\u7ed9\u51fa\u7ed3\u8bba\u3002<\/p>\n<h2  id=\"toc-4\" class=\"jltoc--item\">04 \u7ed3\u8bed\uff1a\u4eba\u8111\u7684\u7279\u6743 vs \u667a\u8111\u7684\u201c\u6a21\u4eff\u201d<\/h2>\n<p>\u8ba4\u77e5\u5fc3\u7406\u5b66\u6559\u6388\u65af\u5766\u5c3c\u65af\u62c9\u65af\u00b7\u8fea\u6602\uff08Stanislas Dehaene\uff09\u66fe\u8fd9\u6837\u63cf\u8ff0\u8fc7\u201c\u4eba\u8111\u7684\u7279\u6743\u201d\uff1a\u7f13\u6162\u5730\u3001\u7406\u667a\u5730\u3001\u7b26\u53f7\u5316\u5730\u8fd0\u4f5c\uff0c\u662f\u4eba\u8111\u7684\u7279\u6743\u3002\u53ea\u6709\u5b83\u53ef\u4ee5\u5728\u4efb\u4f55\u53ef\u80fd\u7684\u65f6\u5019\uff0c\u63d0\u53d6\u5177\u6709\u666e\u904d\u6027\u3001\u903b\u8f91\u6027\u7684\u3001\u660e\u786e\u7684\u539f\u5219\u3002<\/p>\n<p>\u4eba\u7c7b\u7684\u5927\u8111\u601d\u8003\u975e\u7ebf\u6027\u548c\u591a\u7ef4\u7684\uff0c\u601d\u7ef4\u53ef\u4ee5\u5feb\u901f\u8df3\u8dc3\uff0c\u53d7\u5230\u60c5\u611f\u3001\u76f4\u89c9\u548c\u8fc7\u5f80\u7ecf\u9a8c\u7684\u5f71\u54cd\u3002\u8fd9\u79cd\u601d\u8003\u7684\u7ed3\u679c\u9ad8\u5ea6\u4e2a\u6027\u5316\uff0c\u4e14\u601d\u8003\u8def\u5f84\u4e5f\u662f\u72ec\u4e00\u65e0\u4e8c\u7684\u3002\u5b83\u6709\u65f6\u5e76\u6ca1\u6709\u8def\u5f84\u548c\u6b65\u9aa4\u53ef\u5faa\uff0c\u4f46\u4f9d\u7136\u80fd\u63a8\u6f14\u51fa\u4e00\u4e2a\u4f18\u8d28\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u800c\u5927\u8bed\u8a00\u6a21\u578b\u7684CoT\u6280\u672f\uff0c\u5219\u66f4\u50cf\u662f\u5bf9\u4eba\u8111\u7684\u4e00\u79cd\u201c\u4eff\u4f5c\u201d\u3002\u5b83\u4e25\u683c\u9075\u5faa\u7ebf\u6027\uff0c\u901a\u8fc7\u4e00\u7cfb\u5217\u6709\u5e8f\u7684\u6b65\u9aa4\u6765\u5904\u7406\u4fe1\u606f\uff0c\u6bcf\u4e00\u6b65\u90fd\u57fa\u4e8e\u524d\u4e00\u6b65\u7684\u8f93\u51fa\uff0c\u4ee5\u6b64\u6765\u786e\u4fdd\u63a8\u7406\u7684\u8fde\u8d2f\u6027\u548c\u51c6\u786e\u6027\u3002\u4f46\u662f\u5728\u9762\u5bf9\u590d\u6742\u3001\u672a\u77e5\u7684\u95ee\u9898\uff0c\u5b83\u4f9d\u7136\u7f3a\u4e4f\u4eba\u7c7b\u60c5\u611f\u7684\u6df1\u5ea6\u548c\u76f4\u89c9\u7684\u7075\u5149\u4e00\u73b0\u3002<\/p>\n<p>\u8fd9\u4f3c\u4e4e\u8ba9\u4eba\u4eec\u53ef\u4ee5\u677e\u4e00\u53e3\u6c14\uff1a\u81f3\u5c11\u5728\u672a\u6765\u4e0d\u77ed\u7684\u65f6\u95f4\u5185\uff0c\u4eba\u7c7b\u4f9d\u7136\u80fd\u7a33\u5c45\u4e8e\u667a\u80fd\u751f\u7269\u94fe\u7684\u9876\u7aef\u3002\u540c\u6837\u7684\uff0c\u5728\u9762\u5bf9\u672a\u77e5\u4e0e\u4e0d\u786e\u5b9a\u7684\u8def\u4e0a\uff0c\u6211\u4eec\u4e5f\u53ea\u80fd\u8e3d\u8e3d\u72ec\u884c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u662f\u4e00\u4efd\u5199\u7ed9\u975e\u6280\u672f\u5c97\u7684\u4ea7\u54c1\u7ecf\u7406\/\u8fd0\u8425\u7684CoT\uff08\u601d\u7ef4\u94fe\uff09\u5e94\u7528\u6307\u5357\u3002<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[8],"tags":[],"class_list":["post-10020350","post","type-post","status-publish","format-standard","hentry","category-aigc"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020350","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10020350"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020350\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10020350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10020350"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10020350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}