{"id":2953,"date":"2026-01-24T03:34:27","date_gmt":"2026-01-24T03:34:27","guid":{"rendered":"https:\/\/umaax.com\/shenmeshicaogaolianchainofdraftcodaibaikezhishi\/"},"modified":"2026-01-24T03:34:27","modified_gmt":"2026-01-24T03:34:27","slug":"shenmeshicaogaolianchainofdraftcodaibaikezhishi","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshicaogaolianchainofdraftcodaibaikezhishi\/","title":{"rendered":"\u4ec0\u4e48\u662f\u8349\u7a3f\u94fe\uff08Chain-of-Draft, CoD\uff09 \u2013 AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"<p>\u8349\u7a3f\u94fe\uff08Chain-of-Draft, CoD\uff09\u662f\u65b0\u578b\u7684AI\u63a8\u7406\u8303\u5f0f\uff0c\u901a\u8fc7\u7b80\u6d01\u7684\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u63d0\u5347\u63a8\u7406\u6548\u7387\u3002\u6a21\u4eff\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u65f6\u7684\u7b80\u6d01\u601d\u7ef4\uff0c\u9650\u5236\u6bcf\u4e00\u6b65\u8f93\u51fa\u7684\u5173\u952e\u4fe1\u606f\uff0c\u4e0d\u8d85\u8fc7\u4e94\u4e2a\u8bcd\u3002\u4e0e\u4f20\u7edf\u7684\u601d\u7ef4\u94fe\uff08CoT\uff09\u76f8\u6bd4\uff0c\u8349\u7a3f\u94fe\u5927\u5e45\u51cf\u5c11\u4e86Token\u4f7f\u7528\u91cf\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u63a8\u7406\u6210\u672c\u548c\u5ef6\u8fdf\uff0c\u540c\u65f6\u4fdd\u6301\u8f83\u9ad8\u7684\u51c6\u786e\u7387\u3002\u5728\u591a\u79cd\u63a8\u7406\u4efb\u52a1\uff08\u5982\u7b97\u672f\u3001\u5e38\u8bc6\u548c\u7b26\u53f7\u63a8\u7406\uff09\u4e2d\uff0c\u8349\u7a3f\u94fe\u8868\u73b0\u51fa\u8272\uff0c\u9002\u5408\u5b9e\u65f6AI\u5e94\u7528\u3001\u8d44\u6e90\u53d7\u9650\u73af\u5883\u548c\u6210\u672c\u654f\u611f\u573a\u666f\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f\u8349\u7a3f\u94fe<\/h2>\n<p>\u8349\u7a3f\u94fe\uff08Chain-of-Draft, CoD\uff09\u662fZoom\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u65b0\u7684AI\u63a8\u7406\u8303\u5f0f\uff0c\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u7684\u7b80\u6d01\u601d\u7ef4\u8fc7\u7a0b\u6765\u63d0\u5347\u63a8\u7406\u6548\u7387\uff0c\u8282\u7701\u6210\u672c\u3002\u53d7\u5230\u4e86\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u65f6\u4f9d\u8d56\u8349\u7a3f\u6216\u901f\u8bb0\u6355\u6349\u5173\u952e\u89c1\u89e3\u7684\u542f\u53d1\u3002\u4e0e\u4f20\u7edf\u7684\u601d\u7ef4\u94fe\uff08Chain-of-Thought, CoT\uff09\u76f8\u6bd4\uff0c\u8349\u7a3f\u94fe\u9f13\u52b1\u6a21\u578b\u751f\u6210\u6781\u7b80\u7684\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u53ea\u6355\u6349\u89e3\u51b3\u95ee\u9898\u7684\u5173\u952e\u4fe1\u606f\u3002<\/p>\n<h2>\u8349\u7a3f\u94fe\u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>\u8349\u7a3f\u94fe\uff08Chain-of-Draft, CoD\uff09\u7684\u5de5\u4f5c\u539f\u7406\u662f\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u65f6\u7684\u7b80\u6d01\u601d\u7ef4\u65b9\u5f0f\uff0c\u8ba9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u751f\u6210\u6781\u7b80\u4f46\u4fe1\u606f\u4e30\u5bcc\u7684\u4e2d\u95f4\u6b65\u9aa4\u3002\u5177\u4f53\u6765\u8bf4\uff0cCoD\u7b56\u7565\u8981\u6c42\u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u63a8\u7406\u4e2d\u9650\u5236\u4f7f\u7528\u7684\u8bcd\u6c47\u6570\u91cf\uff0c\u901a\u5e38\u4e0d\u8d85\u8fc7\u4e94\u4e2a\u5355\u8bcd\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u5f3a\u5236\u9650\u5236\uff0c\u662f\u4e00\u79cd\u6307\u5bfc\u6027\u5efa\u8bae\uff0c\u4fc3\u8fdb\u7b80\u6d01\u7684\u63a8\u7406\u6b65\u9aa4\u3002<\/p>\n<p>CoD\u9f13\u52b1\u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u63a8\u7406\u4e2d\u751f\u6210\u6700\u5c0f\u5316\u4e14\u4fe1\u606f\u4e30\u5bcc\u7684\u4e2d\u95f4\u7ed3\u679c\uff0c\u4e13\u6ce8\u4e8e\u5173\u952e\u7684\u8ba1\u7b97\u6216\u8f6c\u6362\u6b65\u9aa4\u3002\u901a\u8fc7\u51cf\u5c11\u5197\u957f\u7684\u8f93\u51fa\uff0cCoD\u663e\u8457\u964d\u4f4e\u4e86Token\u4f7f\u7528\u91cf\uff0c\u964d\u4f4e\u4e86\u6574\u4f53\u8f93\u51fa\u7684\u957f\u5ea6\u548c\u5ef6\u8fdf\u3002\u51cf\u5c11\u4e86Token\u4f7f\u7528\u91cf\uff0cCoD\u5728\u591a\u79cd\u63a8\u7406\u4efb\u52a1\uff08\u5982\u7b97\u672f\u63a8\u7406\u3001\u5e38\u8bc6\u63a8\u7406\u548c\u7b26\u53f7\u63a8\u7406\uff09\u4e2d\u4ecd\u80fd\u4fdd\u6301\u4e0e\u4f20\u7edf\u601d\u7ef4\u94fe\uff08CoT\uff09\u76f8\u5f53\u7684\u51c6\u786e\u6027\u3002<\/p>\n<h2>\u8349\u7a3f\u94fe\u7684\u4e3b\u8981\u5e94\u7528<\/h2>\n<ul>\n<li><strong>\u5b9e\u65f6\u5ba2\u6237\u652f\u6301<\/strong>\uff1a\u5728\u5b9e\u65f6\u5ba2\u6237\u652f\u6301\u9886\u57df\uff0c\u54cd\u5e94\u901f\u5ea6\u5bf9\u4e8e\u7528\u6237\u4f53\u9a8c\u81f3\u5173\u91cd\u8981\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u51cf\u5c11\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684Token\u6570\u91cf\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u5ef6\u8fdf\uff0c\u4f7fAI\u80fd\u66f4\u5feb\u901f\u5730\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li><strong>\u6559\u80b2\u548c\u5b66\u4e60\u8f85\u52a9<\/strong>\uff1a\u5728\u6559\u80b2\u9886\u57df\uff0c\u8349\u7a3f\u94fe\u53ef\u4ee5\u7528\u4e8e\u63d0\u4f9b\u5feb\u901f\u7684\u5b66\u672f\u95ee\u9898\u89e3\u7b54\u3002\u4f8b\u5982\uff0c\u5728\u6570\u5b66\u6559\u80b2\u4e2d\uff0cCoD\u80fd\u8fc5\u901f\u5c55\u793a\u89e3\u9898\u7684\u5173\u952e\u6b65\u9aa4\uff0c\u4e0d\u662f\u8be6\u5c3d\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u5b66\u751f\u66f4\u5feb\u5730\u7406\u89e3\u95ee\u9898\u7684\u6838\u5fc3\u3002<\/li>\n<li><strong>\u5bf9\u8bdd\u5f0fAI\u7cfb\u7edf<\/strong>\uff1a\u5bf9\u8bdd\u5f0fAI\u7cfb\u7edf\uff0c\u5982\u804a\u5929\u673a\u5668\u4eba\uff0c\u9700\u8981\u5feb\u901f\u4e14\u51c6\u786e\u5730\u7406\u89e3\u7528\u6237\u610f\u56fe\u5e76\u4f5c\u51fa\u56de\u5e94\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u751f\u6210\u7b80\u6d01\u7684\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u4f7fAI\u7cfb\u7edf\u80fd\u66f4\u5feb\u5730\u5904\u7406\u7528\u6237\u8f93\u5165\u5e76\u751f\u6210\u56de\u5e94\u3002<\/li>\n<li><strong>\u5927\u89c4\u6a21AI\u90e8\u7f72<\/strong>\uff1a\u5728\u9700\u8981\u5927\u89c4\u6a21\u90e8\u7f72AI\u6a21\u578b\u7684\u573a\u666f\u4e2d\uff0c\u5982\u4e91\u8ba1\u7b97\u670d\u52a1\uff0c\u6210\u672c\u63a7\u5236\u662f\u4e00\u4e2a\u91cd\u8981\u8003\u8651\u56e0\u7d20\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u51cf\u5c11Token\u4f7f\u7528\u91cf\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u63a8\u7406\u4efb\u52a1\u7684\u6210\u672c\u3002<\/li>\n<li><strong>\u8d44\u6e90\u53d7\u9650\u73af\u5883<\/strong>\uff1a\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e2d\uff0c\u5982\u79fb\u52a8\u8bbe\u5907\u6216\u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907\uff0c\u8ba1\u7b97\u80fd\u529b\u548c\u5b58\u50a8\u7a7a\u95f4\u53ef\u80fd\u975e\u5e38\u6709\u9650\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u751f\u6210\u6781\u7b80\u4f46\u4fe1\u606f\u4e30\u5bcc\u7684\u4e2d\u95f4\u63a8\u7406\u8f93\u51fa\uff0c\u4f7fAI\u6a21\u578b\u80fd\u5728\u8fd9\u4e9b\u8bbe\u5907\u4e0a\u4ee5\u66f4\u4f4e\u7684\u8d44\u6e90\u6d88\u8017\u8fd0\u884c\u3002<\/li>\n<li><strong>\u603b\u7ed3\u548c\u63d0\u53d6\u5173\u952e\u4fe1\u606f<\/strong>\uff1a\u5728\u9700\u8981\u4ece\u5927\u91cf\u6587\u672c\u4e2d\u5feb\u901f\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u7684\u573a\u666f\u4e2d\uff0c\u5982\u65b0\u95fb\u6458\u8981\u6216\u7814\u7a76\u62a5\u544a\u7684\u5feb\u901f\u9605\u8bfb\uff0c\u8349\u7a3f\u94fe\u80fd\u591f\u6709\u6548\u5730\u63d0\u70bc\u51fa\u6838\u5fc3\u8981\u70b9\u3002\u901a\u8fc7\u9650\u5236\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u8bcd\u6c47\u6570\u91cf\uff0cCoD\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u6293\u4f4f\u6587\u672c\u7684\u4e3b\u8981\u5185\u5bb9\uff0c\u65e0\u9700\u6df1\u5165\u9605\u8bfb\u6240\u6709\u7ec6\u8282\u3002<\/li>\n<li><strong>\u91d1\u878d\u9ad8\u9891\u4ea4\u6613<\/strong>\uff1a\u5728\u91d1\u878d\u9886\u57df\uff0c\u5c24\u5176\u662f\u9ad8\u9891\u4ea4\u6613\uff0c\u51b3\u7b56\u901f\u5ea6\u5bf9\u4e8e\u6210\u529f\u81f3\u5173\u91cd\u8981\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u51cf\u5c11\u63a8\u7406\u5ef6\u8fdf\uff0c\u4f7fAI\u7cfb\u7edf\u80fd\u66f4\u5feb\u5730\u5206\u6790\u5e02\u573a\u6570\u636e\u5e76\u4f5c\u51fa\u4ea4\u6613\u51b3\u7b56\u3002<\/li>\n<li><strong>\u81ea\u52a8\u9a7e\u9a76\u51b3\u7b56<\/strong>\uff1a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u9700\u8981\u5728\u6781\u77ed\u7684\u65f6\u95f4\u5185\u505a\u51fa\u590d\u6742\u7684\u51b3\u7b56\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u63d0\u4f9b\u5feb\u901f\u4e14\u51c6\u786e\u7684\u63a8\u7406\u80fd\u529b\uff0c\u6709\u52a9\u4e8e\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5728\u9762\u5bf9\u590d\u6742\u4ea4\u901a\u60c5\u51b5\u65f6\u8fc5\u901f\u505a\u51fa\u53cd\u5e94\u3002<\/li>\n<\/ul>\n<h2>\u8349\u7a3f\u94fe\u9762\u4e34\u7684\u6311\u6218<\/h2>\n<ul>\n<li><strong>\u96f6\u6837\u672c\u8bbe\u7f6e\u4e0b\u7684\u6027\u80fd\u4e0b\u964d<\/strong>\uff1a\u8349\u7a3f\u94fe\u5728\u6ca1\u6709\u63d0\u4f9b\u5c11\u91cf\u6837\u672c\uff08few-shot examples\uff09\u7684\u96f6\u6837\u672c\uff08zero-shot\uff09\u8bbe\u7f6e\u4e2d\uff0c\u6027\u80fd\u663e\u8457\u4e0b\u964d\u3002\u53ef\u80fd\u662f\u56e0\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u4e2d\u7f3a\u4e4fCoD\u98ce\u683c\u7684\u63a8\u7406\u6a21\u5f0f\uff0c\u4f7f\u5f97\u5728\u6ca1\u6709\u6837\u672c\u6307\u5bfc\u7684\u60c5\u51b5\u4e0b\u751f\u6210\u7b80\u6d01\u4e14\u6709\u6d1e\u5bdf\u529b\u7684\u201c\u8349\u7a3f\u201d\u53d8\u5f97\u56f0\u96be\u3002<\/li>\n<li><strong>\u5c0f\u6a21\u578b\u4e0a\u7684\u6027\u80fd\u5dee\u8ddd<\/strong>\uff1a\u5728\u53c2\u6570\u5c11\u4e8e3B\u7684\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u4e0a\u6d4b\u8bd5CoD\u65f6\uff0c\u867d\u7136CoD\u80fd\u51cf\u5c11\u6bcf\u4e2a\u54cd\u5e94\u6240\u9700\u7684Token\u6570\u91cf\u5e76\u63d0\u9ad8\u51c6\u786e\u6027\uff0c\u4f46\u4e0eCoT\u76f8\u6bd4\uff0c\u6027\u80fd\u5dee\u8ddd\u66f4\u52a0\u660e\u663e\u3002<\/li>\n<li><strong>\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u5c40\u9650\u6027<\/strong>\uff1a\u8349\u7a3f\u94fe\u53ef\u80fd\u4e0d\u9002\u7528\u4e8e\u9700\u8981\u5927\u91cf\u53cd\u601d\u3001\u81ea\u6211\u7ea0\u6b63\u6216\u5916\u90e8\u77e5\u8bc6\u68c0\u7d22\u7684\u590d\u6742\u4efb\u52a1\u3002\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0cCoD\u7684\u7b80\u6d01\u6027\u53ef\u80fd\u4f1a\u9650\u5236\u6a21\u578b\u7684\u63a8\u7406\u6df1\u5ea6\u548c\u51c6\u786e\u6027\u3002<\/li>\n<li><strong>\u63a8\u7406\u6df1\u5ea6\u4e0e\u7b80\u6d01\u6027\u7684\u5e73\u8861<\/strong>\uff1a\u867d\u7136CoD\u901a\u8fc7\u51cf\u5c11\u5197\u4f59\u548c\u4e13\u6ce8\u4e8e\u5173\u952e\u6d1e\u5bdf\u6765\u964d\u4f4e\u5ef6\u8fdf\u548c\u8ba1\u7b97\u6210\u672c\uff0c\u4f46\u8fd9\u79cd\u7b80\u6d01\u6027\u53ef\u80fd\u4f1a\u727a\u7272\u63a8\u7406\u6df1\u5ea6\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u8be6\u7ec6\u7684\u4e2d\u95f4\u6b65\u9aa4\u5bf9\u4e8e\u7406\u89e3\u548c\u9a8c\u8bc1\u63a8\u7406\u8fc7\u7a0b\u81f3\u5173\u91cd\u8981\u3002CoD\u7684\u6781\u7b80\u4e3b\u4e49\u65b9\u6cd5\u53ef\u80fd\u4f1a\u4f7f\u5f97\u63a8\u7406\u8fc7\u7a0b\u4e0d\u591f\u900f\u660e\uff0c\u96be\u4ee5\u8ffd\u8e2a\u548c\u7406\u89e3\u6a21\u578b\u7684\u601d\u8003\u8def\u5f84\u3002<\/li>\n<li><strong>\u6210\u672c\u4e0e\u6027\u80fd\u7684\u6743\u8861<\/strong>\uff1a\u5c3d\u7ba1CoD\u5728\u964d\u4f4e\u6210\u672c\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u67d0\u4e9b\u9ad8\u6027\u80fd\u8981\u6c42\u7684\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u6210\u672c\u4f18\u52bf\u53ef\u80fd\u4f1a\u4ee5\u727a\u7272\u51c6\u786e\u6027\u4e3a\u4ee3\u4ef7\u3002\u4f8b\u5982\uff0c\u5728\u9700\u8981\u6781\u9ad8\u51c6\u786e\u6027\u7684\u91d1\u878d\u5206\u6790\u6216\u533b\u7597\u8bca\u65ad\u9886\u57df\uff0cCoD\u7684\u6027\u80fd\u53ef\u80fd\u4e0d\u8db3\u4ee5\u6ee1\u8db3\u9700\u6c42\u3002<\/li>\n<li><strong>\u6a21\u578b\u9002\u5e94\u6027<\/strong>\uff1aCoD\u8981\u6c42\u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u63a8\u7406\u4e2d\u9650\u5236\u4f7f\u7528\u7684\u8bcd\u6c47\u6570\u91cf\uff0c\u8fd9\u79cd\u9650\u5236\u53ef\u80fd\u4e0d\u9002\u7528\u4e8e\u6240\u6709\u7c7b\u578b\u7684\u6a21\u578b\u3002\u4e0d\u540c\u7684\u6a21\u578b\u53ef\u80fd\u9700\u8981\u4e0d\u540c\u7684\u7b56\u7565\u6765\u9002\u5e94CoD\u7684\u8981\u6c42\uff0c\u53ef\u80fd\u4f1a\u589e\u52a0\u6a21\u578b\u8bad\u7ec3\u548c\u8c03\u4f18\u7684\u590d\u6742\u6027\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u5e94\u7528\u7684\u6311\u6218<\/strong>\uff1a\u867d\u7136CoD\u901a\u8fc7\u51cf\u5c11Token\u4f7f\u7528\u91cf\u663e\u8457\u964d\u4f4e\u4e86\u5ef6\u8fdf\uff0c\u4f46\u5728\u5b9e\u65f6\u5e94\u7528\u4e2d\uff0c\u5982\u81ea\u52a8\u9a7e\u9a76\u6216\u9ad8\u9891\u4ea4\u6613\uff0c\u5373\u4f7f\u5fae\u5c0f\u7684\u5ef6\u8fdf\u4e5f\u53ef\u80fd\u5f71\u54cd\u51b3\u7b56\u7684\u8d28\u91cf\u3002\u56e0\u6b64\uff0cCoD\u9700\u8981\u5728\u4fdd\u6301\u4f4e\u5ef6\u8fdf\u7684\u540c\u65f6\uff0c\u786e\u4fdd\u63a8\u7406\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n<h2>\u8349\u7a3f\u94fe\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>\u8349\u7a3f\u94fe\uff08Chain-of-Draft, CoD\uff09\u4f5c\u4e3a\u65b0\u5174\u7684AI\u63a8\u7406\u8303\u5f0f\uff0c\u53d1\u5c55\u524d\u666f\u5341\u5206\u5e7f\u9614\u3002CoD\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u7684\u7b80\u6d01\u601d\u7ef4\u8fc7\u7a0b\uff0c\u5c06\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\u5206\u89e3\u4e3a\u7b80\u6d01\u4e14\u4fe1\u606f\u5bc6\u96c6\u7684\u4e2d\u95f4\u6b65\u9aa4\uff0c\u663e\u8457\u964d\u4f4e\u4e86Token\u4f7f\u7528\u91cf\u548c\u63a8\u7406\u5ef6\u8fdf\u3002 CoD\u7684\u9ad8\u6548\u6027\u548c\u6210\u672c\u6548\u76ca\u5728\u591a\u4e2a\u9886\u57df\u5177\u6709\u663e\u8457\u7684\u5e94\u7528\u6f5c\u529b\u3002\u5bf9\u4e8e\u6bcf\u6708\u5904\u7406100\u4e07\u6b21\u63a8\u7406\u67e5\u8be2\u7684\u4f01\u4e1a\uff0c\u7528CoD\u53ef\u4ee5\u5c06\u6210\u672c\u4ece3800\u7f8e\u5143\u964d\u4f4e\u5230760\u7f8e\u5143\u3002\u8fd9\u79cd\u6210\u672c\u4f18\u52bf\u5728\u5b9e\u65f6\u5ba2\u6237\u652f\u6301\u3001\u6559\u80b2\u3001\u91d1\u878d\u670d\u52a1\u7b49\u5bf9\u5ef6\u8fdf\u654f\u611f\u7684\u573a\u666f\u4e2d\u5c24\u4e3a\u7a81\u51fa\u3002CoD\u7684\u5b9e\u73b0\u65b9\u5f0f\u7b80\u5355\uff0c\u53ea\u9700\u5bf9\u73b0\u6709\u6a21\u578b\u7684\u63d0\u793a\u8fdb\u884c\u7b80\u5355\u4fee\u6539\u5373\u53ef\u5207\u6362\uff0c\u5728\u5927\u89c4\u6a21\u90e8\u7f72\u4e2d\u5177\u6709\u5f88\u9ad8\u7684\u53ef\u884c\u6027\u3002 \u603b\u4f53\u6765\u770b\uff0cCoD\u4e3aAI\u63a8\u7406\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u9ad8\u6548\u3001\u66f4\u7ecf\u6d4e\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6709\u671b\u5728\u672a\u6765\u7684AI\u5e94\u7528\u4e2d\u5f97\u5230\u66f4\u5e7f\u6cdb\u7684\u63a8\u5e7f\u548c\u5e94\u7528\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\u548c\u4f18\u5316\uff0cCoD\u6709\u671b\u514b\u670d\u5f53\u524d\u7684\u5c40\u9650\u6027\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u5176\u6027\u80fd\u548c\u9002\u7528\u6027\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u8349\u7a3f\u94fe\uff08Chain-of-Draft, CoD\uff09\u662f\u65b0\u578b\u7684AI\u63a8\u7406\u8303\u5f0f\uff0c\u901a\u8fc7\u7b80\u6d01\u7684\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u63d0\u5347\u63a8\u7406\u6548\u7387\u3002\u6a21\u4eff\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u65f6\u7684\u7b80\u6d01\u601d\u7ef4\uff0c\u9650\u5236\u6bcf\u4e00\u6b65\u8f93\u51fa\u7684\u5173\u952e\u4fe1\u606f\uff0c\u4e0d\u8d85\u8fc7\u4e94\u4e2a\u8bcd\u3002\u4e0e\u4f20\u7edf\u7684\u601d\u7ef4\u94fe\uff08CoT\uff09\u76f8\u6bd4\uff0c\u8349\u7a3f\u94fe\u5927\u5e45\u51cf\u5c11\u4e86Token\u4f7f\u7528\u91cf\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u63a8\u7406\u6210\u672c\u548c\u5ef6\u8fdf\uff0c\u540c\u65f6\u4fdd\u6301\u8f83\u9ad8\u7684\u51c6\u786e\u7387\u3002\u5728\u591a\u79cd\u63a8\u7406\u4efb\u52a1\uff08\u5982\u7b97\u672f\u3001\u5e38\u8bc6\u548c\u7b26\u53f7\u63a8\u7406\uff09\u4e2d\uff0c\u8349\u7a3f\u94fe\u8868\u73b0\u51fa\u8272\uff0c\u9002\u5408\u5b9e\u65f6AI\u5e94\u7528\u3001\u8d44\u6e90\u53d7\u9650\u73af\u5883\u548c\u6210\u672c\u654f\u611f\u573a\u666f\u3002 \u4ec0\u4e48\u662f\u8349\u7a3f\u94fe \u8349\u7a3f\u94fe\uff08Chain-of-Draft, CoD\uff09\u662fZoom\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u65b0\u7684AI\u63a8\u7406\u8303\u5f0f\uff0c\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u7684\u7b80\u6d01\u601d\u7ef4\u8fc7\u7a0b\u6765\u63d0\u5347\u63a8\u7406\u6548\u7387\uff0c\u8282\u7701\u6210\u672c\u3002\u53d7\u5230\u4e86\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u65f6\u4f9d\u8d56\u8349\u7a3f\u6216\u901f\u8bb0\u6355\u6349\u5173\u952e\u89c1\u89e3\u7684\u542f\u53d1\u3002\u4e0e\u4f20\u7edf\u7684\u601d\u7ef4\u94fe\uff08Chain-of-Thought, CoT\uff09\u76f8\u6bd4\uff0c\u8349\u7a3f\u94fe\u9f13\u52b1\u6a21\u578b\u751f\u6210\u6781\u7b80\u7684\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u53ea\u6355\u6349\u89e3\u51b3\u95ee\u9898\u7684\u5173\u952e\u4fe1\u606f\u3002 \u8349\u7a3f\u94fe\u7684\u5de5\u4f5c\u539f\u7406 \u8349\u7a3f\u94fe\uff08Chain-of-Draft, CoD\uff09\u7684\u5de5\u4f5c\u539f\u7406\u662f\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u65f6\u7684\u7b80\u6d01\u601d\u7ef4\u65b9\u5f0f\uff0c\u8ba9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u751f\u6210\u6781\u7b80\u4f46\u4fe1\u606f\u4e30\u5bcc\u7684\u4e2d\u95f4\u6b65\u9aa4\u3002\u5177\u4f53\u6765\u8bf4\uff0cCoD\u7b56\u7565\u8981\u6c42\u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u63a8\u7406\u4e2d\u9650\u5236\u4f7f\u7528\u7684\u8bcd\u6c47\u6570\u91cf\uff0c\u901a\u5e38\u4e0d\u8d85\u8fc7\u4e94\u4e2a\u5355\u8bcd\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u5f3a\u5236\u9650\u5236\uff0c\u662f\u4e00\u79cd\u6307\u5bfc\u6027\u5efa\u8bae\uff0c\u4fc3\u8fdb\u7b80\u6d01\u7684\u63a8\u7406\u6b65\u9aa4\u3002 CoD\u9f13\u52b1\u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u63a8\u7406\u4e2d\u751f\u6210\u6700\u5c0f\u5316\u4e14\u4fe1\u606f\u4e30\u5bcc\u7684\u4e2d\u95f4\u7ed3\u679c\uff0c\u4e13\u6ce8\u4e8e\u5173\u952e\u7684\u8ba1\u7b97\u6216\u8f6c\u6362\u6b65\u9aa4\u3002\u901a\u8fc7\u51cf\u5c11\u5197\u957f\u7684\u8f93\u51fa\uff0cCoD\u663e\u8457\u964d\u4f4e\u4e86Token\u4f7f\u7528\u91cf\uff0c\u964d\u4f4e\u4e86\u6574\u4f53\u8f93\u51fa\u7684\u957f\u5ea6\u548c\u5ef6\u8fdf\u3002\u51cf\u5c11\u4e86Token\u4f7f\u7528\u91cf\uff0cCoD\u5728\u591a\u79cd\u63a8\u7406\u4efb\u52a1\uff08\u5982\u7b97\u672f\u63a8\u7406\u3001\u5e38\u8bc6\u63a8\u7406\u548c\u7b26\u53f7\u63a8\u7406\uff09\u4e2d\u4ecd\u80fd\u4fdd\u6301\u4e0e\u4f20\u7edf\u601d\u7ef4\u94fe\uff08CoT\uff09\u76f8\u5f53\u7684\u51c6\u786e\u6027\u3002 \u8349\u7a3f\u94fe\u7684\u4e3b\u8981\u5e94\u7528 \u5b9e\u65f6\u5ba2\u6237\u652f\u6301\uff1a\u5728\u5b9e\u65f6\u5ba2\u6237\u652f\u6301\u9886\u57df\uff0c\u54cd\u5e94\u901f\u5ea6\u5bf9\u4e8e\u7528\u6237\u4f53\u9a8c\u81f3\u5173\u91cd\u8981\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u51cf\u5c11\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684Token\u6570\u91cf\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u5ef6\u8fdf\uff0c\u4f7fAI\u80fd\u66f4\u5feb\u901f\u5730\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848\u3002 \u6559\u80b2\u548c\u5b66\u4e60\u8f85\u52a9\uff1a\u5728\u6559\u80b2\u9886\u57df\uff0c\u8349\u7a3f\u94fe\u53ef\u4ee5\u7528\u4e8e\u63d0\u4f9b\u5feb\u901f\u7684\u5b66\u672f\u95ee\u9898\u89e3\u7b54\u3002\u4f8b\u5982\uff0c\u5728\u6570\u5b66\u6559\u80b2\u4e2d\uff0cCoD\u80fd\u8fc5\u901f\u5c55\u793a\u89e3\u9898\u7684\u5173\u952e\u6b65\u9aa4\uff0c\u4e0d\u662f\u8be6\u5c3d\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u5b66\u751f\u66f4\u5feb\u5730\u7406\u89e3\u95ee\u9898\u7684\u6838\u5fc3\u3002 \u5bf9\u8bdd\u5f0fAI\u7cfb\u7edf\uff1a\u5bf9\u8bdd\u5f0fAI\u7cfb\u7edf\uff0c\u5982\u804a\u5929\u673a\u5668\u4eba\uff0c\u9700\u8981\u5feb\u901f\u4e14\u51c6\u786e\u5730\u7406\u89e3\u7528\u6237\u610f\u56fe\u5e76\u4f5c\u51fa\u56de\u5e94\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u751f\u6210\u7b80\u6d01\u7684\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u4f7fAI\u7cfb\u7edf\u80fd\u66f4\u5feb\u5730\u5904\u7406\u7528\u6237\u8f93\u5165\u5e76\u751f\u6210\u56de\u5e94\u3002 \u5927\u89c4\u6a21AI\u90e8\u7f72\uff1a\u5728\u9700\u8981\u5927\u89c4\u6a21\u90e8\u7f72AI\u6a21\u578b\u7684\u573a\u666f\u4e2d\uff0c\u5982\u4e91\u8ba1\u7b97\u670d\u52a1\uff0c\u6210\u672c\u63a7\u5236\u662f\u4e00\u4e2a\u91cd\u8981\u8003\u8651\u56e0\u7d20\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u51cf\u5c11Token\u4f7f\u7528\u91cf\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u63a8\u7406\u4efb\u52a1\u7684\u6210\u672c\u3002 \u8d44\u6e90\u53d7\u9650\u73af\u5883\uff1a\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e2d\uff0c\u5982\u79fb\u52a8\u8bbe\u5907\u6216\u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907\uff0c\u8ba1\u7b97\u80fd\u529b\u548c\u5b58\u50a8\u7a7a\u95f4\u53ef\u80fd\u975e\u5e38\u6709\u9650\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u751f\u6210\u6781\u7b80\u4f46\u4fe1\u606f\u4e30\u5bcc\u7684\u4e2d\u95f4\u63a8\u7406\u8f93\u51fa\uff0c\u4f7fAI\u6a21\u578b\u80fd\u5728\u8fd9\u4e9b\u8bbe\u5907\u4e0a\u4ee5\u66f4\u4f4e\u7684\u8d44\u6e90\u6d88\u8017\u8fd0\u884c\u3002 \u603b\u7ed3\u548c\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff1a\u5728\u9700\u8981\u4ece\u5927\u91cf\u6587\u672c\u4e2d\u5feb\u901f\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u7684\u573a\u666f\u4e2d\uff0c\u5982\u65b0\u95fb\u6458\u8981\u6216\u7814\u7a76\u62a5\u544a\u7684\u5feb\u901f\u9605\u8bfb\uff0c\u8349\u7a3f\u94fe\u80fd\u591f\u6709\u6548\u5730\u63d0\u70bc\u51fa\u6838\u5fc3\u8981\u70b9\u3002\u901a\u8fc7\u9650\u5236\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u8bcd\u6c47\u6570\u91cf\uff0cCoD\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u6293\u4f4f\u6587\u672c\u7684\u4e3b\u8981\u5185\u5bb9\uff0c\u65e0\u9700\u6df1\u5165\u9605\u8bfb\u6240\u6709\u7ec6\u8282\u3002 \u91d1\u878d\u9ad8\u9891\u4ea4\u6613\uff1a\u5728\u91d1\u878d\u9886\u57df\uff0c\u5c24\u5176\u662f\u9ad8\u9891\u4ea4\u6613\uff0c\u51b3\u7b56\u901f\u5ea6\u5bf9\u4e8e\u6210\u529f\u81f3\u5173\u91cd\u8981\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u51cf\u5c11\u63a8\u7406\u5ef6\u8fdf\uff0c\u4f7fAI\u7cfb\u7edf\u80fd\u66f4\u5feb\u5730\u5206\u6790\u5e02\u573a\u6570\u636e\u5e76\u4f5c\u51fa\u4ea4\u6613\u51b3\u7b56\u3002 \u81ea\u52a8\u9a7e\u9a76\u51b3\u7b56\uff1a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u9700\u8981\u5728\u6781\u77ed\u7684\u65f6\u95f4\u5185\u505a\u51fa\u590d\u6742\u7684\u51b3\u7b56\u3002\u8349\u7a3f\u94fe\u901a\u8fc7\u63d0\u4f9b\u5feb\u901f\u4e14\u51c6\u786e\u7684\u63a8\u7406\u80fd\u529b\uff0c\u6709\u52a9\u4e8e\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5728\u9762\u5bf9\u590d\u6742\u4ea4\u901a\u60c5\u51b5\u65f6\u8fc5\u901f\u505a\u51fa\u53cd\u5e94\u3002 \u8349\u7a3f\u94fe\u9762\u4e34\u7684\u6311\u6218 \u96f6\u6837\u672c\u8bbe\u7f6e\u4e0b\u7684\u6027\u80fd\u4e0b\u964d\uff1a\u8349\u7a3f\u94fe\u5728\u6ca1\u6709\u63d0\u4f9b\u5c11\u91cf\u6837\u672c\uff08few-shot examples\uff09\u7684\u96f6\u6837\u672c\uff08zero-shot\uff09\u8bbe\u7f6e\u4e2d\uff0c\u6027\u80fd\u663e\u8457\u4e0b\u964d\u3002\u53ef\u80fd\u662f\u56e0\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u4e2d\u7f3a\u4e4fCoD\u98ce\u683c\u7684\u63a8\u7406\u6a21\u5f0f\uff0c\u4f7f\u5f97\u5728\u6ca1\u6709\u6837\u672c\u6307\u5bfc\u7684\u60c5\u51b5\u4e0b\u751f\u6210\u7b80\u6d01\u4e14\u6709\u6d1e\u5bdf\u529b\u7684\u201c\u8349\u7a3f\u201d\u53d8\u5f97\u56f0\u96be\u3002 \u5c0f\u6a21\u578b\u4e0a\u7684\u6027\u80fd\u5dee\u8ddd\uff1a\u5728\u53c2\u6570\u5c11\u4e8e3B\u7684\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u4e0a\u6d4b\u8bd5CoD\u65f6\uff0c\u867d\u7136CoD\u80fd\u51cf\u5c11\u6bcf\u4e2a\u54cd\u5e94\u6240\u9700\u7684Token\u6570\u91cf\u5e76\u63d0\u9ad8\u51c6\u786e\u6027\uff0c\u4f46\u4e0eCoT\u76f8\u6bd4\uff0c\u6027\u80fd\u5dee\u8ddd\u66f4\u52a0\u660e\u663e\u3002 \u590d\u6742\u4efb\u52a1\u4e2d\u7684\u5c40\u9650\u6027\uff1a\u8349\u7a3f\u94fe\u53ef\u80fd\u4e0d\u9002\u7528\u4e8e\u9700\u8981\u5927\u91cf\u53cd\u601d\u3001\u81ea\u6211\u7ea0\u6b63\u6216\u5916\u90e8\u77e5\u8bc6\u68c0\u7d22\u7684\u590d\u6742\u4efb\u52a1\u3002\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0cCoD\u7684\u7b80\u6d01\u6027\u53ef\u80fd\u4f1a\u9650\u5236\u6a21\u578b\u7684\u63a8\u7406\u6df1\u5ea6\u548c\u51c6\u786e\u6027\u3002 \u63a8\u7406\u6df1\u5ea6\u4e0e\u7b80\u6d01\u6027\u7684\u5e73\u8861\uff1a\u867d\u7136CoD\u901a\u8fc7\u51cf\u5c11\u5197\u4f59\u548c\u4e13\u6ce8\u4e8e\u5173\u952e\u6d1e\u5bdf\u6765\u964d\u4f4e\u5ef6\u8fdf\u548c\u8ba1\u7b97\u6210\u672c\uff0c\u4f46\u8fd9\u79cd\u7b80\u6d01\u6027\u53ef\u80fd\u4f1a\u727a\u7272\u63a8\u7406\u6df1\u5ea6\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u8be6\u7ec6\u7684\u4e2d\u95f4\u6b65\u9aa4\u5bf9\u4e8e\u7406\u89e3\u548c\u9a8c\u8bc1\u63a8\u7406\u8fc7\u7a0b\u81f3\u5173\u91cd\u8981\u3002CoD\u7684\u6781\u7b80\u4e3b\u4e49\u65b9\u6cd5\u53ef\u80fd\u4f1a\u4f7f\u5f97\u63a8\u7406\u8fc7\u7a0b\u4e0d\u591f\u900f\u660e\uff0c\u96be\u4ee5\u8ffd\u8e2a\u548c\u7406\u89e3\u6a21\u578b\u7684\u601d\u8003\u8def\u5f84\u3002 \u6210\u672c\u4e0e\u6027\u80fd\u7684\u6743\u8861\uff1a\u5c3d\u7ba1CoD\u5728\u964d\u4f4e\u6210\u672c\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u67d0\u4e9b\u9ad8\u6027\u80fd\u8981\u6c42\u7684\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u6210\u672c\u4f18\u52bf\u53ef\u80fd\u4f1a\u4ee5\u727a\u7272\u51c6\u786e\u6027\u4e3a\u4ee3\u4ef7\u3002\u4f8b\u5982\uff0c\u5728\u9700\u8981\u6781\u9ad8\u51c6\u786e\u6027\u7684\u91d1\u878d\u5206\u6790\u6216\u533b\u7597\u8bca\u65ad\u9886\u57df\uff0cCoD\u7684\u6027\u80fd\u53ef\u80fd\u4e0d\u8db3\u4ee5\u6ee1\u8db3\u9700\u6c42\u3002 \u6a21\u578b\u9002\u5e94\u6027\uff1aCoD\u8981\u6c42\u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u63a8\u7406\u4e2d\u9650\u5236\u4f7f\u7528\u7684\u8bcd\u6c47\u6570\u91cf\uff0c\u8fd9\u79cd\u9650\u5236\u53ef\u80fd\u4e0d\u9002\u7528\u4e8e\u6240\u6709\u7c7b\u578b\u7684\u6a21\u578b\u3002\u4e0d\u540c\u7684\u6a21\u578b\u53ef\u80fd\u9700\u8981\u4e0d\u540c\u7684\u7b56\u7565\u6765\u9002\u5e94CoD\u7684\u8981\u6c42\uff0c\u53ef\u80fd\u4f1a\u589e\u52a0\u6a21\u578b\u8bad\u7ec3\u548c\u8c03\u4f18\u7684\u590d\u6742\u6027\u3002 \u5b9e\u65f6\u5e94\u7528\u7684\u6311\u6218\uff1a\u867d\u7136CoD\u901a\u8fc7\u51cf\u5c11Token\u4f7f\u7528\u91cf\u663e\u8457\u964d\u4f4e\u4e86\u5ef6\u8fdf\uff0c\u4f46\u5728\u5b9e\u65f6\u5e94\u7528\u4e2d\uff0c\u5982\u81ea\u52a8\u9a7e\u9a76\u6216\u9ad8\u9891\u4ea4\u6613\uff0c\u5373\u4f7f\u5fae\u5c0f\u7684\u5ef6\u8fdf\u4e5f\u53ef\u80fd\u5f71\u54cd\u51b3\u7b56\u7684\u8d28\u91cf\u3002\u56e0\u6b64\uff0cCoD\u9700\u8981\u5728\u4fdd\u6301\u4f4e\u5ef6\u8fdf\u7684\u540c\u65f6\uff0c\u786e\u4fdd\u63a8\u7406\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002 \u8349\u7a3f\u94fe\u7684\u53d1\u5c55\u524d\u666f \u8349\u7a3f\u94fe\uff08Chain-of-Draft, CoD\uff09\u4f5c\u4e3a\u65b0\u5174\u7684AI\u63a8\u7406\u8303\u5f0f\uff0c\u53d1\u5c55\u524d\u666f\u5341\u5206\u5e7f\u9614\u3002CoD\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u7684\u7b80\u6d01\u601d\u7ef4\u8fc7\u7a0b\uff0c\u5c06\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\u5206\u89e3\u4e3a\u7b80\u6d01\u4e14\u4fe1\u606f\u5bc6\u96c6\u7684\u4e2d\u95f4\u6b65\u9aa4\uff0c\u663e\u8457\u964d\u4f4e\u4e86Token\u4f7f\u7528\u91cf\u548c\u63a8\u7406\u5ef6\u8fdf\u3002 CoD\u7684\u9ad8\u6548\u6027\u548c\u6210\u672c\u6548\u76ca\u5728\u591a\u4e2a\u9886\u57df\u5177\u6709\u663e\u8457\u7684\u5e94\u7528\u6f5c\u529b\u3002\u5bf9\u4e8e\u6bcf\u6708\u5904\u7406100\u4e07\u6b21\u63a8\u7406\u67e5\u8be2\u7684\u4f01\u4e1a\uff0c\u7528CoD\u53ef\u4ee5\u5c06\u6210\u672c\u4ece3800\u7f8e\u5143\u964d\u4f4e\u5230760\u7f8e\u5143\u3002\u8fd9\u79cd\u6210\u672c\u4f18\u52bf\u5728\u5b9e\u65f6\u5ba2\u6237\u652f\u6301\u3001\u6559\u80b2\u3001\u91d1\u878d\u670d\u52a1\u7b49\u5bf9\u5ef6\u8fdf\u654f\u611f\u7684\u573a\u666f\u4e2d\u5c24\u4e3a\u7a81\u51fa\u3002CoD\u7684\u5b9e\u73b0\u65b9\u5f0f\u7b80\u5355\uff0c\u53ea\u9700\u5bf9\u73b0\u6709\u6a21\u578b\u7684\u63d0\u793a\u8fdb\u884c\u7b80\u5355\u4fee\u6539\u5373\u53ef\u5207\u6362\uff0c\u5728\u5927\u89c4\u6a21\u90e8\u7f72\u4e2d\u5177\u6709\u5f88\u9ad8\u7684\u53ef\u884c\u6027\u3002 \u603b\u4f53\u6765\u770b\uff0cCoD\u4e3aAI\u63a8\u7406\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u9ad8\u6548\u3001\u66f4\u7ecf\u6d4e\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6709\u671b\u5728\u672a\u6765\u7684AI\u5e94\u7528\u4e2d\u5f97\u5230\u66f4\u5e7f\u6cdb\u7684\u63a8\u5e7f\u548c\u5e94\u7528\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\u548c\u4f18\u5316\uff0cCoD\u6709\u671b\u514b\u670d\u5f53\u524d\u7684\u5c40\u9650\u6027\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u5176\u6027\u80fd\u548c\u9002\u7528\u6027\u3002<\/p>","protected":false},"author":1,"featured_media":2954,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_tocer_settings":[],"footnotes":""},"categories":[85],"tags":[84],"class_list":["post-2953","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-aibaike"],"_links":{"self":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/2953","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/comments?post=2953"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/2953\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/2954"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=2953"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=2953"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=2953"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}