{"id":2461,"date":"2024-05-09T11:10:52","date_gmt":"2024-05-09T03:10:52","guid":{"rendered":"https:\/\/www.tchepai.com\/?p=2461"},"modified":"2024-07-17T14:06:40","modified_gmt":"2024-07-17T06:06:40","slug":"cot","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/cot\/","title":{"rendered":"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3"},"content":{"rendered":"<p>\u58f0\u660e\uff1a\u867d\u7136\u57fa\u7840\u7684\u63d0\u793a\u6280\u5de7\uff08\u5982\u96f6\u6837\u672c\/\u5c11\u6837\u672c\u793a\u4f8b\u6216\u6307\u4ee4\u5f0f\u63d0\u793a\uff09\u975e\u5e38\u9ad8\u6548\uff0c\u4f46\u9762\u5bf9\u4e00\u4e9b\u590d\u6742\u96be\u9898\uff08\u5982\u6570\u5b66\/\u7f16\u7a0b\u6216\u9700\u8981\u591a\u6b65\u9aa4\u903b\u8f91\u63a8\u7406\u7684\u95ee\u9898\uff09\u65f6\uff0c\u66f4\u590d\u6742\u7684\u63d0\u793a\u53ef\u80fd\u66f4\u4e3a\u6709\u6548\u3002\u7531\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u5904\u7406\u8fd9\u7c7b\u95ee\u9898\u65f6\u81ea\u7136\u5b58\u5728\u56f0\u96be\uff08\u5176\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u4f1a\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u589e\u5927\u800c\u5355\u8c03\u63d0\u5347\uff09\uff0c\u56e0\u6b64\u5927\u90e8\u5206\u5173\u4e8e\u63d0\u793a\u8bbe\u8ba1\u7684\u7814\u7a76\u90fd\u805a\u7126\u4e8e\u5982\u4f55\u63d0\u5347\u63a8\u7406\u548c\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u80fd\u529b\u4e0a\u3002\u7b80\u6d01\u7684\u63d0\u793a\u8db3\u4ee5\u5e94\u5bf9\u5927\u591a\u6570\u5176\u4ed6\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2506\" title=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/df212ebbe9b0b63.jpg\" alt=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-1\" width=\"679\" height=\"371\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/df212ebbe9b0b63.jpg 679w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/df212ebbe9b0b63-300x164.jpg 300w\" sizes=\"auto, (max-width: 679px) 100vw, 679px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u601d\u7ef4\u94fe\uff08Chain of Thought [CoT]\uff09<\/strong>\u63d0\u793a[1]\u901a\u8fc7\u5728\u6a21\u578b\u7684\u63d0\u793a\u4e2d\u52a0\u5165\u4e00\u4e32\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u6fc0\u6d3bLLM\u7684\u63a8\u7406\u80fd\u529b\u3002\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u793a\u4f8b\u6dfb\u52a0\u4e00\u4e2a\u601d\u7ef4\u94fe\uff0c\u6a21\u578b\u4fbf\u53ef\u5b66\u4f1a\uff08\u901a\u8fc7\u4e0a\u4e0b\u6587\u5b66\u4e60\uff09\u5728\u7ed9\u51fa\u7b54\u6848\u524d\u81ea\u52a8\u751f\u6210\u7c7b\u4f3c\u7684\u601d\u7ef4\u94fe\u6761\u3002[1]\u4e2d\u7684\u7814\u7a76\u663e\u793a\uff0c\u660e\u786e\u9610\u91ca\u89e3\u51b3\u95ee\u9898\u7684\u63a8\u7406\u8fc7\u7a0b\u5b9e\u9645\u4e0a\u80fd\u6709\u6548\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2507\" title=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/d3826d8a95a0b6e.jpg\" alt=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-2\" width=\"680\" height=\"467\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/d3826d8a95a0b6e.jpg 680w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/d3826d8a95a0b6e-300x206.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/d3826d8a95a0b6e-220x150.jpg 220w\" sizes=\"auto, (max-width: 680px) 100vw, 680px\" \/><\/p>\n<blockquote><p>\u8f93\u5165\uff1a<\/p>\n<p>\u8fd9\u7ec4\u6570\u4e2d\u7684\u5947\u6570\u52a0\u8d77\u6765\u662f\u5076\u6570\uff1a4\u30018\u30019\u300115\u300112\u30012\u30011\u3002<br \/>\nA\uff1a\u5c06\u6240\u6709\u5947\u6570\u76f8\u52a0\uff089\u300115\u30011\uff09\u5f97\u523025\u3002\u7b54\u6848\u4e3aFalse\u3002<\/p>\n<p>\u8fd9\u7ec4\u6570\u4e2d\u7684\u5947\u6570\u52a0\u8d77\u6765\u662f\u5076\u6570\uff1a17\u300110\u300119\u30014\u30018\u300112\u300124\u3002<br \/>\nA\uff1a\u5c06\u6240\u6709\u5947\u6570\u76f8\u52a0\uff0817\u300119\uff09\u5f97\u523036\u3002\u7b54\u6848\u4e3aTrue\u3002<\/p>\n<p>\u8fd9\u7ec4\u6570\u4e2d\u7684\u5947\u6570\u52a0\u8d77\u6765\u662f\u5076\u6570\uff1a16\u300111\u300114\u30014\u30018\u300113\u300124\u3002<br \/>\nA\uff1a\u5c06\u6240\u6709\u5947\u6570\u76f8\u52a0\uff0811\u300113\uff09\u5f97\u523024\u3002\u7b54\u6848\u4e3aTrue\u3002<\/p>\n<p>\u8fd9\u7ec4\u6570\u4e2d\u7684\u5947\u6570\u52a0\u8d77\u6765\u662f\u5076\u6570\uff1a17\u30019\u300110\u300112\u300113\u30014\u30012\u3002<br \/>\nA\uff1a\u5c06\u6240\u6709\u5947\u6570\u76f8\u52a0\uff0817\u30019\u300113\uff09\u5f97\u523039\u3002\u7b54\u6848\u4e3aFalse\u3002<\/p>\n<p>\u8fd9\u7ec4\u6570\u4e2d\u7684\u5947\u6570\u52a0\u8d77\u6765\u662f\u5076\u6570\uff1a15\u300132\u30015\u300113\u300182\u30017\u30011\u3002<br \/>\nA\uff1a<\/p>\n<p>\u8f93\u51fa\uff1a<\/p>\n<p>\u5c06\u6240\u6709\u5947\u6570\u76f8\u52a0\uff0815\u30015\u300113\u30017\u30011\uff09\u5f97\u523041\u3002\u7b54\u6848\u4e3aFalse\u3002<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<p><strong>\u81ea\u52a8\u601d\u7ef4\u94fe\uff08Auto-CoT\uff09<\/strong>[8]\uff1a\u5f53\u4f7f\u7528\u601d\u7ef4\u94fe\u63d0\u793a\u65f6\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u9700\u8981\u624b\u5de5\u5236\u4f5c\u6709\u6548\u4e14\u591a\u6837\u5316\u7684\u4f8b\u5b50\u3002\u8fd9\u79cd\u624b\u52a8\u5de5\u4f5c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6b21\u4f18\u89e3\u51b3\u65b9\u6848\u3002[8] \u63d0\u51fa\u4e86\u4e00\u79cd\u6d88\u9664\u4eba\u5de5\u7684\u65b9\u6cd5\uff0c\u5373\u5229\u7528 LLMs \u201c\u8ba9\u6211\u4eec\u4e00\u6b65\u4e00\u6b65\u5730\u601d\u8003\u201d \u63d0\u793a\u6765\u751f\u6210\u4e00\u4e2a\u63a5\u4e00\u4e2a\u7684\u63a8\u7406\u94fe\u3002\u8fd9\u79cd\u81ea\u52a8\u8fc7\u7a0b\u4ecd\u7136\u53ef\u80fd\u5728\u751f\u6210\u7684\u94fe\u4e2d\u51fa\u73b0\u9519\u8bef\u3002\u4e3a\u4e86\u51cf\u8f7b\u9519\u8bef\u7684\u5f71\u54cd\uff0c\u6f14\u793a\u7684\u591a\u6837\u6027\u5f88\u91cd\u8981\u3002\u8fd9\u9879\u5de5\u4f5c\u63d0\u51fa\u4e86Auto-CoT\uff0c\u5b83\u5bf9\u5177\u6709\u591a\u6837\u6027\u7684\u95ee\u9898\u8fdb\u884c\u91c7\u6837\uff0c\u5e76\u751f\u6210\u63a8\u7406\u94fe\u6765\u6784\u5efa\u6f14\u793a\u3002<\/p>\n<p>Auto-CoT \u4e3b\u8981\u7531\u4e24\u4e2a\u9636\u6bb5\u7ec4\u6210\uff1a<\/p>\n<p>\u9636\u6bb51\uff1a\u95ee\u9898\u805a\u7c7b\uff1a\u5c06\u7ed9\u5b9a\u95ee\u9898\u5212\u5206\u4e3a\u51e0\u4e2a\u805a\u7c7b<br \/>\n\u9636\u6bb52\uff1a\u6f14\u793a\u62bd\u6837\uff1a\u4ece\u6bcf\u7ec4\u6570\u7ec4\u4e2d\u9009\u62e9\u4e00\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u95ee\u9898\uff0c\u5e76\u4f7f\u7528\u5e26\u6709\u7b80\u5355\u542f\u53d1\u5f0f\u7684 Zero-Shot-CoT \u751f\u6210\u5176\u63a8\u7406\u94fe<br \/>\n\u7b80\u5355\u7684\u542f\u53d1\u5f0f\u65b9\u6cd5\u53ef\u4ee5\u662f\u95ee\u9898\u7684\u957f\u5ea6\uff08\u4f8b\u5982\uff0c60 \u4e2a tokens\uff09\u548c\u7406\u7531\u7684\u6b65\u9aa4\u6570\uff08\u4f8b\u5982\uff0c5 \u4e2a\u63a8\u7406\u6b65\u9aa4\uff09\u3002\u8fd9\u9f13\u52b1\u6a21\u578b\u4f7f\u7528\u7b80\u5355\u800c\u51c6\u786e\u7684\u6f14\u793a\u3002<\/p>\n<p>\u8be5\u8fc7\u7a0b\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2508\" title=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/91d9a36cb852f53.png\" alt=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-3\" width=\"1113\" height=\"606\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/91d9a36cb852f53.png 1113w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/91d9a36cb852f53-300x163.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/91d9a36cb852f53-1024x558.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/91d9a36cb852f53-768x418.png 768w\" sizes=\"auto, (max-width: 1113px) 100vw, 1113px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>CoT\u53d8\u79cd<\/strong>\uff1a\u9274\u4e8eCoT\u63d0\u793a\u7684\u6709\u6548\u6027\u53ca\u5176\u53d7\u6b22\u8fce\u7a0b\u5ea6\uff0c\u591a\u79cd\u884d\u751f\u6280\u672f\u5df2\u88ab\u63d0\u51fa\uff1a<\/p>\n<ul>\n<li>\u96f6\u6837\u672c\u793a\u4f8b CoT[2]\uff1a\u53bb\u9664\u5c11\u6570\u793a\u4f8b\u5e76\u901a\u8fc7\u5728\u63d0\u793a\u672b\u5c3e\u52a0\u4e0a\u201c\u8ba9\u6211\u4eec\u4e00\u6b65\u6b65\u6765\u601d\u8003\u3002\u201d\u7684\u65b9\u5f0f\uff0c\u6fc0\u52b1\u6a21\u578b\u751f\u6210\u89e3\u9898\u7684\u903b\u8f91\u63a8\u7406\u3002<\/li>\n<\/ul>\n<blockquote><p>\u8f93\u5165\uff1a<\/p>\n<p>\u6211\u53bb\u5e02\u573a\u4e70\u4e8610\u4e2a\u82f9\u679c\u3002\u6211\u7ed9\u4e86\u90bb\u5c452\u4e2a\u82f9\u679c\u548c\u4fee\u7406\u5de52\u4e2a\u82f9\u679c\u3002\u7136\u540e\u6211\u53bb\u4e70\u4e865\u4e2a\u82f9\u679c\u5e76\u5403\u4e861\u4e2a\u3002\u6211\u8fd8\u5269\u4e0b\u591a\u5c11\u82f9\u679c\uff1f<\/p>\n<p>\u8ba9\u6211\u4eec\u9010\u6b65\u601d\u8003\u3002<\/p>\n<p>\u8f93\u51fa\uff1a<\/p>\n<p>\u9996\u5148\uff0c\u60a8\u4ece10\u4e2a\u82f9\u679c\u5f00\u59cb\u3002<br \/>\n\u60a8\u7ed9\u4e86\u90bb\u5c45\u548c\u4fee\u7406\u5de5\u54042\u4e2a\u82f9\u679c\uff0c\u6240\u4ee5\u60a8\u8fd8\u5269\u4e0b6\u4e2a\u82f9\u679c\u3002<br \/>\n\u7136\u540e\u60a8\u4e70\u4e865\u4e2a\u82f9\u679c\uff0c\u6240\u4ee5\u73b0\u5728\u60a8\u670911\u4e2a\u82f9\u679c\u3002<br \/>\n\u6700\u540e\uff0c\u60a8\u5403\u4e861\u4e2a\u82f9\u679c\uff0c\u6240\u4ee5\u60a8\u8fd8\u5269\u4e0b10\u4e2a\u82f9\u679c\u3002<\/p><\/blockquote>\n<ul>\n<li>\u81ea\u6211\u4e00\u81f4\u6027\uff08Self-Consistency\uff09[3]\uff1a\u901a\u8fc7\u72ec\u7acb\u751f\u6210\u591a\u6761\u89e3\u9898\u601d\u8def\u5e76\u5bf9\u6700\u7ec8\u89e3\u7b54\u8fdb\u884c\u591a\u6570\u8868\u51b3\uff0c\u589e\u5f3a\u4e86\u63a8\u7406\u8fc7\u7a0b\u7684\u9c81\u68d2\u6027\u3002<\/li>\n<\/ul>\n<blockquote><p>\u8f93\u5165\uff1a<\/p>\n<p>Q\uff1a\u6797\u4e2d\u670915\u68f5\u6811\u3002\u6797\u4e1a\u5de5\u4eba\u4eca\u5929\u5c06\u5728\u6797\u4e2d\u79cd\u6811\u3002\u5b8c\u6210\u540e\uff0c\u5c06\u670921\u68f5\u6811\u3002\u6797\u4e1a\u5de5\u4eba\u4eca\u5929\u79cd\u4e86\u591a\u5c11\u68f5\u6811\uff1f<br \/>\nA\uff1a\u6211\u4eec\u4ece15\u68f5\u6811\u5f00\u59cb\u3002\u540e\u6765\u6211\u4eec\u670921\u68f5\u6811\u3002\u5dee\u5f02\u5fc5\u987b\u662f\u4ed6\u4eec\u79cd\u6811\u7684\u6570\u91cf\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u5fc5\u987b\u79cd\u4e8621-15 = 6\u68f5\u6811\u3002\u7b54\u6848\u662f6\u3002<br \/>\nQ\uff1a\u505c\u8f66\u573a\u67093\u8f86\u6c7d\u8f66\uff0c\u53c8\u6765\u4e862\u8f86\u6c7d\u8f66\uff0c\u505c\u8f66\u573a\u6709\u591a\u5c11\u8f86\u6c7d\u8f66\uff1f<br \/>\nA\uff1a\u505c\u8f66\u573a\u5df2\u7ecf\u67093\u8f86\u6c7d\u8f66\u3002\u53c8\u6765\u4e862\u8f86\u3002\u73b0\u5728\u67093 + 2 = 5\u8f86\u6c7d\u8f66\u3002\u7b54\u6848\u662f5\u3002<br \/>\nQ\uff1aLeah\u670932\u5757\u5de7\u514b\u529b\uff0c\u5979\u7684\u59d0\u59d0\u670942\u5757\u3002\u5982\u679c\u4ed6\u4eec\u5403\u4e8635\u5757\uff0c\u4ed6\u4eec\u603b\u5171\u8fd8\u5269\u591a\u5c11\u5757\uff1f<br \/>\nA\uff1aLeah\u670932\u5757\u5de7\u514b\u529b\uff0cLeah\u7684\u59d0\u59d0\u670942\u5757\u3002\u8fd9\u610f\u5473\u7740\u6700\u521d\u670932 + 42 = 74\u5757\u5de7\u514b\u529b\u3002\u5df2\u7ecf\u5403\u4e8635\u5757\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u603b\u5171\u8fd8\u526974-35 = 39\u5757\u5de7\u514b\u529b\u3002\u7b54\u6848\u662f39\u3002<br \/>\nQ\uff1aJason\u670920\u4e2a\u68d2\u68d2\u7cd6\u3002\u4ed6\u7ed9Denny\u4e00\u4e9b\u68d2\u68d2\u7cd6\u3002\u73b0\u5728Jason\u53ea\u670912\u4e2a\u68d2\u68d2\u7cd6\u3002Jason\u7ed9Denny\u591a\u5c11\u68d2\u68d2\u7cd6\uff1f<br \/>\nA\uff1aJason\u670920\u4e2a\u68d2\u68d2\u7cd6\u3002\u56e0\u4e3a\u4ed6\u73b0\u5728\u53ea\u670912\u4e2a\uff0c\u6240\u4ee5\u4ed6\u5fc5\u987b\u628a\u5269\u4e0b\u7684\u7ed9Denny\u3002\u4ed6\u7ed9Denny\u7684\u68d2\u68d2\u7cd6\u6570\u91cf\u5fc5\u987b\u662f20-12 = 8\u4e2a\u68d2\u68d2\u7cd6\u3002\u7b54\u6848\u662f8\u3002<br \/>\nQ\uff1aShawn\u6709\u4e94\u4e2a\u73a9\u5177\u3002\u5723\u8bde\u8282\uff0c\u4ed6\u4ece\u4ed6\u7684\u7236\u6bcd\u90a3\u91cc\u5f97\u5230\u4e86\u4e24\u4e2a\u73a9\u5177\u3002\u4ed6\u73b0\u5728\u6709\u591a\u5c11\u4e2a\u73a9\u5177\uff1f<br \/>\nA\uff1a\u4ed6\u67095\u4e2a\u73a9\u5177\u3002\u4ed6\u4ece\u5988\u5988\u90a3\u91cc\u5f97\u5230\u4e862\u4e2a\uff0c\u6240\u4ee5\u5728\u90a3\u4e4b\u540e\u4ed6\u67095 + 2 = 7\u4e2a\u73a9\u5177\u3002\u7136\u540e\u4ed6\u4ece\u7238\u7238\u90a3\u91cc\u5f97\u5230\u4e862\u4e2a\uff0c\u6240\u4ee5\u603b\u5171\u4ed6\u67097 + 2 = 9\u4e2a\u73a9\u5177\u3002\u7b54\u6848\u662f9\u3002<br \/>\nQ\uff1a\u670d\u52a1\u5668\u623f\u95f4\u91cc\u67099\u53f0\u8ba1\u7b97\u673a\u3002\u4ece\u5468\u4e00\u5230\u5468\u56db\uff0c\u6bcf\u5929\u90fd\u4f1a\u5b89\u88c55\u53f0\u8ba1\u7b97\u673a\u3002\u73b0\u5728\u670d\u52a1\u5668\u623f\u95f4\u91cc\u6709\u591a\u5c11\u53f0\u8ba1\u7b97\u673a\uff1f<br \/>\nA\uff1a\u4ece\u5468\u4e00\u5230\u5468\u56db\u67094\u5929\u3002\u6bcf\u5929\u90fd\u6dfb\u52a0\u4e865\u53f0\u8ba1\u7b97\u673a\u3002\u8fd9\u610f\u5473\u7740\u603b\u5171\u6dfb\u52a0\u4e864 * 5 =<br \/>\n20\u53f0\u8ba1\u7b97\u673a\u3002\u4e00\u5f00\u59cb\u67099\u53f0\u8ba1\u7b97\u673a\uff0c\u6240\u4ee5\u73b0\u5728\u67099 + 20 = 29\u53f0\u8ba1\u7b97\u673a\u3002\u7b54\u6848\u662f29\u3002<br \/>\nQ\uff1aMichael\u670958\u4e2a\u9ad8\u5c14\u592b\u7403\u3002\u661f\u671f\u4e8c\uff0c\u4ed6\u4e22\u5931\u4e8623\u4e2a\u9ad8\u5c14\u592b\u7403\u3002\u661f\u671f\u4e09\uff0c\u4ed6\u53c8\u4e22\u5931\u4e862\u4e2a\u3002\u661f\u671f\u4e09\u7ed3\u675f\u65f6\u4ed6\u8fd8\u5269\u591a\u5c11\u4e2a\u9ad8\u5c14\u592b\u7403\uff1f<br \/>\nA\uff1aMichael\u6700\u521d\u670958\u4e2a\u7403\u3002\u661f\u671f\u4e8c\u4ed6\u4e22\u5931\u4e8623\u4e2a\uff0c\u6240\u4ee5\u5728\u90a3\u4e4b\u540e\u4ed6\u670958-23 = 35\u4e2a\u7403\u3002\u661f\u671f\u4e09\u4ed6\u53c8\u4e22\u5931\u4e862\u4e2a\uff0c\u6240\u4ee5\u73b0\u5728\u4ed6\u670935-2 = 33\u4e2a\u7403\u3002\u7b54\u6848\u662f33\u3002<br \/>\nQ\uff1aOlivia\u670923\u7f8e\u5143\u3002\u5979\u7528\u6bcf\u4e2a3\u7f8e\u5143\u7684\u4ef7\u683c\u4e70\u4e86\u4e94\u4e2a\u767e\u5409\u997c\u3002\u5979\u8fd8\u5269\u591a\u5c11\u94b1\uff1f<br \/>\nA\uff1a\u5979\u7528\u6bcf\u4e2a3\u7f8e\u5143\u7684\u4ef7\u683c\u4e70\u4e865\u4e2a\u767e\u5409\u997c\u3002\u8fd9\u610f\u5473\u7740\u5979\u82b1\u4e8615\u7f8e\u5143\u3002\u5979\u8fd8\u52698\u7f8e\u5143\u3002<br \/>\nQ\uff1a\u5f53\u62116\u5c81\u65f6\uff0c\u6211\u7684\u59b9\u59b9\u662f\u6211\u7684\u4e00\u534a\u5e74\u9f84\u3002\u73b0\u5728\u621170\u5c81\u4e86\uff0c\u6211\u7684\u59b9\u59b9\u591a\u5927\uff1f<br \/>\nA\uff1a<\/p>\n<p>\u8f93\u51fa1\uff1a<\/p>\n<p>\u5f53\u62116\u5c81\u65f6\uff0c\u6211\u7684\u59b9\u59b9\u662f\u6211\u7684\u4e00\u534a\u5e74\u9f84\uff0c\u4e5f\u5c31\u662f3\u5c81\u3002\u73b0\u5728\u621170\u5c81\u4e86\uff0c\u6240\u4ee5\u5979\u662f70-3 = 67\u5c81\u3002\u7b54\u6848\u662f67\u3002<\/p>\n<p>\u8f93\u51fa2\uff1a<\/p>\n<p>\u5f53\u53d9\u8ff0\u80056\u5c81\u65f6\uff0c\u4ed6\u7684\u59b9\u59b9\u662f\u4ed6\u5e74\u9f84\u7684\u4e00\u534a\uff0c\u4e5f\u5c31\u662f3\u5c81\u3002\u73b0\u5728\u53d9\u8ff0\u800570\u5c81\u4e86\uff0c\u4ed6\u7684\u59b9\u59b9\u5e94\u8be5\u662f70-3 = 67\u5c81\u3002\u7b54\u6848\u662f67\u3002<\/p>\n<p>\u8f93\u51fa3\uff1a<\/p>\n<p>\u5f53\u62116\u5c81\u65f6\uff0c\u6211\u7684\u59b9\u59b9\u662f\u6211\u7684\u4e00\u534a\u5e74\u9f84\uff0c\u4e5f\u5c31\u662f3\u5c81\u3002\u73b0\u5728\u621170\u5c81\u4e86\uff0c\u6240\u4ee5\u5979\u662f70\/2 = 35\u5c81\u3002\u7b54\u6848\u662f35\u3002<\/p><\/blockquote>\n<ul>\n<li>\u4ece\u7b80\u5230\u7e41\uff08Least-to-Most\uff09[4]\uff1a\u5c06\u95ee\u9898\u62c6\u89e3\u6210\u591a\u4e2a\u90e8\u5206\uff0c\u9010\u4e00\u89e3\u51b3\uff0c\u7136\u540e\u5229\u7528\u6bcf\u4e2a\u5b50\u95ee\u9898\u7684\u89e3\u7b54\u4f5c\u4e3a\u89e3\u51b3\u4e0b\u4e00\u4e2a\u5b50\u95ee\u9898\u7684\u4e0a\u4e0b\u6587\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2510\" title=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/a04424b32dfa240.jpg\" alt=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-4\" width=\"1080\" height=\"752\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/a04424b32dfa240.jpg 1080w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/a04424b32dfa240-300x209.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/a04424b32dfa240-1024x713.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/a04424b32dfa240-768x535.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<blockquote><p>\u8f93\u5165\uff1a<\/p>\n<p>\u5ba2\u6237\u54a8\u8be2:<br \/>\n\u6211\u57283\u67081\u65e5\u8d2d\u4e70\u4e86\u4f60\u4eec Arnold \u7cfb\u5217\u7684\u4e00\u4ef6T\u6064\u3002\u6211\u770b\u5230\u5b83\u6709\u6298\u6263\uff0c\u6240\u4ee5\u4e70\u4e86\u4e00\u4ef6\u539f\u4ef7\u4e3a 30 \u7f8e\u5143\u7684\u886c\u886b\uff0c\u6253\u4e86 6 \u6298\u3002\u6211\u53d1\u73b0\u4f60\u4eec\u73b0\u5728\u6709\u4e00\u4e2a\u65b0\u7684T\u6064\u6298\u6263\u6d3b\u52a8\uff0c50% off\u3002\u6211\u60f3\u77e5\u9053\u6211\u662f\u5426\u53ef\u4ee5\u9000\u8d27\uff0c\u540c\u65f6\u62e5\u6709\u8db3\u591f\u7684\u5e97\u5185\u79ef\u5206\u6765\u8d2d\u4e70\u4e24\u4ef6\u4f60\u4eec\u7684T\u6064\uff1f<\/p>\n<p>\u6307\u4ee4:<br \/>\n\u4f60\u662f\u4e00\u540d\u5ba2\u6237\u670d\u52a1\u4ee3\u8868\uff0c\u8d1f\u8d23\u53cb\u597d\u5730\u56de\u590d\u5ba2\u6237\u7684\u67e5\u8be2\u3002\u9000\u8d27\u5728 30 \u5929\u5185\u5141\u8bb8\u3002\u4eca\u5929\u662f 3 \u6708 29 \u65e5\u3002\u76ee\u524d\u6240\u6709\u886c\u886b\u90fd\u6709 50% \u7684\u6298\u6263\u3002\u4f60\u7684\u5e97\u91cc\u886c\u886b\u4ef7\u683c\u5728 18-100 \u7f8e\u5143\u4e4b\u95f4\u3002\u8bf7\u52ff\u7f16\u9020\u4efb\u4f55\u5173\u4e8e\u6298\u6263\u653f\u7b56\u7684\u4fe1\u606f\u3002<br \/>\n\u5728\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u4e4b\u524d\uff0c\u5fc5\u987b\u89e3\u51b3\u54ea\u4e9b\u5b50\u95ee\u9898\uff1f<\/p>\n<p>\u8f93\u51fa\uff1a<\/p>\n<p>1.\u5ba2\u6237\u8d2d\u4e70\u886c\u886b\u7684\u65e5\u671f\uff1b<br \/>\n2.\u5f53\u524d\u7684\u6298\u6263\u6d3b\u52a8\uff1b<br \/>\n3.\u5e97\u5185\u886c\u886b\u7684\u4ef7\u683c\u8303\u56f4\uff1b<br \/>\n4.\u5ba2\u6237\u662f\u5426\u6709\u8db3\u591f\u7684\u5e97\u5185\u79ef\u5206\uff1b<br \/>\n5.\u5ba2\u6237\u9000\u8d27\u7684\u653f\u7b56\u3002<\/p>\n<p>\u8f93\u5165\uff1a<\/p>\n<p>\u5ba2\u6237\u54a8\u8be2:<br \/>\n\u6211\u57283\u67081\u65e5\u8d2d\u4e70\u4e86\u4f60\u4eec Arnold \u7cfb\u5217\u7684\u4e00\u4ef6T\u6064\u3002\u6211\u770b\u5230\u5b83\u6709\u6298\u6263\uff0c\u6240\u4ee5\u4e70\u4e86\u4e00\u4ef6\u539f\u4ef7\u4e3a 30 \u7f8e\u5143\u7684\u886c\u886b\uff0c\u6253\u4e86 6 \u6298\u3002\u6211\u53d1\u73b0\u4f60\u4eec\u73b0\u5728\u6709\u4e00\u4e2a\u65b0\u7684T\u6064\u6298\u6263\u6d3b\u52a8\uff0c50% off\u3002\u6211\u60f3\u77e5\u9053\u6211\u662f\u5426\u53ef\u4ee5\u9000\u8d27\uff0c\u540c\u65f6\u62e5\u6709\u8db3\u591f\u7684\u5e97\u5185\u79ef\u5206\u6765\u8d2d\u4e70\u4e24\u4ef6\u4f60\u4eec\u7684T\u6064\uff1f<\/p>\n<p>\u6307\u4ee4:<br \/>\n\u4f60\u662f\u4e00\u540d\u5ba2\u6237\u670d\u52a1\u4ee3\u8868\uff0c\u8d1f\u8d23\u53cb\u597d\u5730\u56de\u590d\u5ba2\u6237\u7684\u67e5\u8be2\u3002\u9000\u8d27\u5728 30 \u5929\u5185\u5141\u8bb8\u3002\u4eca\u5929\u662f 3 \u6708 29 \u65e5\u3002\u76ee\u524d\u6240\u6709\u886c\u886b\u90fd\u6709 50% \u7684\u6298\u6263\u3002\u4f60\u7684\u5e97\u91cc\u886c\u886b\u4ef7\u683c\u5728 18-100 \u7f8e\u5143\u4e4b\u95f4\u3002\u8bf7\u52ff\u7f16\u9020\u4efb\u4f55\u5173\u4e8e\u6298\u6263\u653f\u7b56\u7684\u4fe1\u606f\u3002<br \/>\n\u786e\u5b9a\u5ba2\u6237\u662f\u5426\u572830\u5929\u7684\u9000\u8d27\u671f\u5185\u3002\u8ba9\u6211\u4eec\u4e00\u6b65\u4e00\u6b65\u6765\u3002<\/p>\n<p>\u8f93\u51fa\uff1a<\/p>\n<p>\u5c0a\u656c\u7684\u5ba2\u6237\uff0c\u975e\u5e38\u611f\u8c22\u60a8\u5bf9 Arnold \u7cfb\u5217\u7684\u652f\u6301\uff01\u6211\u4eec\u5f88\u9ad8\u5174\u5730\u5411\u60a8\u63d0\u4f9b\u670d\u52a1\u3002\u6211\u4eec\u7684\u9000\u8d27\u653f\u7b56\u662f\uff0c\u5ba2\u6237\u53ef\u4ee5\u5728\u8d2d\u4e70\u5546\u54c1\u7684 30 \u5929\u5185\u8fdb\u884c\u9000\u8d27\u3002\u7531\u4e8e\u60a8\u662f\u5728 3 \u6708 1 \u65e5\u8d2d\u4e70\u7684\uff0c\u6240\u4ee5\u60a8\u4ecd\u7136\u5728\u9000\u8d27\u671f\u5185\uff0c\u53ef\u4ee5\u9000\u8d27\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u76ee\u524d\u6b63\u5728\u4e3e\u884c\u4e00\u4e2a 50% \u7684\u6298\u6263\u6d3b\u52a8\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u60a8\u7684\u5e97\u5185\u79ef\u5206\u8d2d\u4e70\u4e24\u4ef6 Arnold \u7cfb\u5217\u7684 T \u6064\u3002\u6211\u4eec\u7684\u886c\u886b\u4ef7\u683c\u5728 18-100 \u7f8e\u5143\u4e4b\u95f4\uff0c\u60a8\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u886c\u886b\u3002<\/p>\n<p>\u5982\u679c\u60a8\u6709\u4efb\u4f55\u5176\u4ed6\u95ee\u9898\uff0c\u8bf7\u968f\u65f6\u4e0e\u6211\u4eec\u8054\u7cfb\u3002\u6211\u4eec\u5c06\u7aed\u8bda\u4e3a\u60a8\u670d\u52a1\uff01<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2509\" title=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/37b163f14ff5e52.jpg\" alt=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-5\" width=\"680\" height=\"364\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/37b163f14ff5e52.jpg 680w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/37b163f14ff5e52-300x161.jpg 300w\" sizes=\"auto, (max-width: 680px) 100vw, 680px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u601d\u7ef4\u6811\uff08Tree of thoughts [ToT]\uff09<\/strong>\u63d0\u793a[5]\uff1aCoT\u63d0\u793a\u65e0\u6cd5\u89e3\u51b3\u90a3\u4e9b\u9700\u8981\u89c4\u5212\u3001\u6218\u7565\u9884\u89c1\u3001\u56de\u6eaf\u4ee5\u53ca\u5e76\u884c\u63a2\u7d22\u591a\u79cd\u89e3\u51b3\u65b9\u6848\u7684\u95ee\u9898\u3002ToT\u63d0\u793a\u5c06\u590d\u6742\u95ee\u9898\u62c6\u5206\u6210\u4e00\u7cfb\u5217\u66f4\u7b80\u5355\u7684\u95ee\u9898\uff08\u6216\u201c\u601d\u8003\u201d\uff09\u3002LLM\u751f\u6210\u4f17\u591a\u201c\u601d\u8003\u201d\uff0c\u5e76\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6301\u7eed\u8bc4\u4f30\u5176\u5411\u6700\u7ec8\u89e3\u51b3\u65b9\u6848\u8fc8\u8fdb\u7684\u8fdb\u5ea6\u3002\u5229\u7528\u6a21\u578b\u5bf9\u89e3\u51b3\u65b9\u6848\u8fdb\u5c55\u7684\u81ea\u6211\u8bc4\u4f30\uff0c\u6211\u4eec\u53ef\u4ee5\u8fd0\u7528\u5e7f\u6cdb\u4f7f\u7528\u7684\u641c\u7d22\u7b97\u6cd5\uff08\u5982\u5bbd\u5ea6\u4f18\u5148\u641c\u7d22\u6216\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\uff09\u6765\u4fc3\u8fdb\u63a2\u7d22\u8fc7\u7a0b\uff0c\u5e76\u5728\u89e3\u51b3\u95ee\u9898\u65f6\u5141\u8bb8\u8fdb\u884c\u9884\u89c1\/\u56de\u6eaf\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2511\" title=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/fd2e21c71fcd83b.jpg\" alt=\"COT\u53ca\u76f8\u5173\u9ad8\u7ea7\u63d0\u793a\u53d8\u79cd\u63d0\u793a\u8bcd\u8bb2\u89e3-6\" width=\"680\" height=\"283\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/fd2e21c71fcd83b.jpg 680w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/05\/fd2e21c71fcd83b-300x125.jpg 300w\" sizes=\"auto, (max-width: 680px) 100vw, 680px\" \/><\/p>\n<blockquote><p>\u5047\u8bbe\u4e09\u4f4d\u4e0d\u540c\u7684\u4e13\u5bb6\u6765\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u3002<br \/>\n\u6240\u6709\u4e13\u5bb6\u90fd\u5199\u4e0b\u4ed6\u4eec\u601d\u8003\u8fd9\u4e2a\u95ee\u9898\u7684\u7b2c\u4e00\u4e2a\u6b65\u9aa4\uff0c\u7136\u540e\u4e0e\u5927\u5bb6\u5206\u4eab\u3002<br \/>\n\u7136\u540e\uff0c\u6240\u6709\u4e13\u5bb6\u90fd\u5199\u4e0b\u4ed6\u4eec\u601d\u8003\u7684\u4e0b\u4e00\u4e2a\u6b65\u9aa4\u5e76\u5206\u4eab\u3002<br \/>\n\u4ee5\u6b64\u7c7b\u63a8\uff0c\u76f4\u5230\u6240\u6709\u4e13\u5bb6\u5199\u5b8c\u4ed6\u4eec\u601d\u8003\u7684\u6240\u6709\u6b65\u9aa4\u3002<br \/>\n\u53ea\u8981\u5927\u5bb6\u53d1\u73b0\u6709\u4e13\u5bb6\u7684\u6b65\u9aa4\u51fa\u9519\u4e86\uff0c\u5c31\u8ba9\u8fd9\u4f4d\u4e13\u5bb6\u79bb\u5f00\u3002<br \/>\n\u8bf7\u95ee&#8230;<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<p><strong>\u601d\u7ef4\u56fe\uff08Graph of Thoughts [GoT]\uff09<\/strong>\u63d0\u793a[6, 7]\uff1a\u540e\u7eed\u7684\u7814\u7a76\u5c06ToT\u63d0\u793a\u7684\u5de5\u4f5c\u63a8\u5e7f\u5230\u4e86\u57fa\u4e8e\u56fe\u7684\u63a8\u7406\u7b56\u7565\u3002\u8fd9\u4e9b\u6280\u672f\u7c7b\u4f3c\u4e8eToT\u63d0\u793a\uff0c\u4f46\u4e0d\u5047\u8bbe\u751f\u6210\u89e3\u7b54\u7684\u601d\u7ef4\u8def\u5f84\u662f\u7ebf\u6027\u7684\u3002\u6211\u4eec\u53ef\u4ee5\u91cd\u590d\u4f7f\u7528\u601d\u7ef4\uff0c\u751a\u81f3\u5728\u63a8\u5bfc\u89e3\u51b3\u65b9\u6848\u65f6\u5bf9\u4e00\u7cfb\u5217\u7684\u601d\u7ef4\u8fdb\u884c\u9012\u5f52\u3002\u5c3d\u7ba1\u63d0\u51fa\u4e86\u591a\u79cd\u57fa\u4e8e\u56fe\u7684\u63d0\u793a\u7b56\u7565\uff0c\u4f46\u8fd9\u4e9b\u6280\u672f\u4ee5\u53caToT\u63d0\u793a\u90fd\u56e0\u5b9e\u7528\u6027\u4e0d\u8db3\u800c\u906d\u5230\u6279\u8bc4\u3002\u4f7f\u7528GoT\u63d0\u793a\u89e3\u51b3\u4e00\u4e2a\u63a8\u7406\u95ee\u9898\u53ef\u80fd\u9700\u8981LLM\u6267\u884c\u5927\u91cf\u7684\u63a8\u7406\u6b65\u9aa4\uff01<\/p>\n<p>&nbsp;<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e0a\u8ff0\u6240\u6709\u5f15\u7528\u8bba\u6587\u7684\u94fe\u63a5\uff01<\/p>\n<p>[1] https:\/\/arxiv.org\/abs\/2201.11903<br \/>\n[2] https:\/\/arxiv.org\/abs\/2205.11916<br \/>\n[3] https:\/\/arxiv.org\/abs\/2203.11171<br \/>\n[4] https:\/\/arxiv.org\/abs\/2205.10625<br \/>\n[5] https:\/\/arxiv.org\/abs\/2305.10601<br \/>\n[6] https:\/\/arxiv.org\/abs\/2308.09687<br \/>\n[7]https:\/\/arxiv.org\/abs\/2305.16582<\/p>\n<p>[8]https:\/\/arxiv.org\/abs\/2201.11903<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u58f0\u660e\uff1a\u867d\u7136\u57fa\u7840\u7684\u63d0\u793a\u6280\u5de7\uff08\u5982\u96f6\u6837\u672c\/\u5c11\u6837\u672c\u793a\u4f8b\u6216\u6307\u4ee4\u5f0f\u63d0\u793a\uff09\u975e\u5e38\u9ad8\u6548\uff0c\u4f46\u9762\u5bf9\u4e00\u4e9b\u590d\u6742\u96be\u9898\uff08\u5982\u6570\u5b66\/\u7f16\u7a0b\u6216\u9700\u8981\u591a\u6b65\u9aa4\u903b\u8f91\u63a8\u7406\u7684\u95ee\u9898\uff09\u65f6\uff0c\u66f4\u590d\u6742\u7684\u63d0\u793a\u53ef\u80fd\u66f4\u4e3a\u6709\u6548\u3002\u7531\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u5904\u7406\u8fd9\u7c7b\u95ee\u9898\u65f6\u81ea\u7136\u5b58\u5728\u56f0\u96be\uff08\u5176\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u4f1a\u968f\u7740\u6a21\u578b&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-2461","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/2461","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=2461"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/2461\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=2461"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=2461"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=2461"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}