{"id":3726,"date":"2026-01-30T14:33:00","date_gmt":"2026-01-30T14:33:00","guid":{"rendered":"https:\/\/umaax.com\/shenmeshisiweishutreeofthoughttotaibaikezhishi\/"},"modified":"2026-01-30T14:33:00","modified_gmt":"2026-01-30T14:33:00","slug":"shenmeshisiweishutreeofthoughttotaibaikezhishi","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshisiweishutreeofthoughttotaibaikezhishi\/","title":{"rendered":"\u4ec0\u4e48\u662f\u601d\u7ef4\u6811\uff08Tree of Thought, ToT\uff09 \u2013 AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"<p>\u601d\u7ef4\u6811\uff08Tree of Thought, ToT\uff09\u662f\u4e00\u79cd\u7528\u4e8e\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63a8\u7406\u80fd\u529b\u7684\u6846\u67b6\u3002\u5b83\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u65f6\u7684\u8ba4\u77e5\u7b56\u7565\uff0c\u4f7fLLM\u80fd\u591f\u4ee5\u7ed3\u6784\u5316\u7684\u65b9\u5f0f\u63a2\u7d22\u591a\u79cd\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7c7b\u4f3c\u4e8e\u6811\u72b6\u5206\u652f\u8def\u5f84\u3002ToT\u6846\u67b6\u7684\u6838\u5fc3\u5728\u4e8e\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u66f4\u5c0f\u7684\u3001\u4e14\u6613\u4e8e\u7ba1\u7406\u7684\u6b65\u9aa4\uff0c\u79f0\u4e3a\u201c\u601d\u7ef4\u201d\uff0c\u8fd9\u4e9b\u6b65\u9aa4\u7ec4\u5408\u5728\u4e00\u8d77\u6784\u6210\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u6d89\u53ca\u5230\u601d\u7ef4\u5206\u89e3\u3001\u601d\u7ef4\u751f\u6210\u3001\u72b6\u6001\u8bc4\u4f30\u548c\u641c\u7d22\u7b97\u6cd5\u56db\u4e2a\u5173\u952e\u6b65\u9aa4\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cToT\u6846\u67b6\u80fd\u591f\u63d0\u9ad8LLM\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u95ee\u9898\u89e3\u51b3\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u66f4\u6709\u6548\u5730\u5904\u7406\u9700\u8981\u6df1\u5ea6\u6218\u7565\u601d\u8003\u548c\u51b3\u7b56\u7684\u4efb\u52a1\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u601d\u7ef4\u6811\uff08ToT\uff09\u662f\u4e00\u79cd\u521b\u65b0\u7684\u6846\u67b6\uff0c\u65e8\u5728\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u63d0\u5347\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u590d\u6742\u95ee\u9898\u89e3\u51b3\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f\u601d\u7ef4\u6811<\/h2>\n<p>\u601d\u7ef4\u6811\uff08Tree of Thought, ToT\uff09\u662f\u4e00\u4e2a\u5f00\u521b\u6027\u7684\u6846\u67b6\uff0c\u65e8\u5728\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u79cd\u65b9\u6cd5\u6a21\u62df\u4e86\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u8ba4\u77e5\u7b56\u7565\uff0c\u4f7fLLM\u80fd\u591f\u4ee5\u7ed3\u6784\u5316\u7684\u65b9\u5f0f\u63a2\u7d22\u591a\u79cd\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7c7b\u4f3c\u4e8e\u6811\u72b6\u5206\u652f\u8def\u5f84\u3002<\/p>\n<h2>\u601d\u7ef4\u6811\u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>\u601d\u7ef4\u6811\uff08Tree of Thought, ToT\uff09\u7684\u5de5\u4f5c\u539f\u7406\u57fa\u4e8e\u6a21\u62df\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u8ba4\u77e5\u7b56\u7565\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u65b9\u5f0f\u63a2\u7d22\u591a\u79cd\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7c7b\u4f3c\u4e8e\u6811\u72b6\u5206\u652f\u8def\u5f84\u3002ToT\u6846\u67b6\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u66f4\u5c0f\u7684\u3001\u53ef\u7ba1\u7406\u7684\u6b65\u9aa4\uff0c\u79f0\u4e3a\u201c\u601d\u7ef4\u201d\uff0c\u8fd9\u4e9b\u6b65\u9aa4\u7ec4\u5408\u5728\u4e00\u8d77\u6784\u6210\u89e3\u51b3\u65b9\u6848\u3002\u6bcf\u4e2a\u201c\u601d\u7ef4\u201d\u7684\u5927\u5c0f\u90fd\u5e94\u9002\u5f53\uff0c\u65e2\u4e0d\u80fd\u592a\u5927\u4ee5\u81f3\u4e8e\u96be\u4ee5\u5904\u7406\uff0c\u4e5f\u4e0d\u80fd\u592a\u5c0f\u800c\u65e0\u7528\u3002\u5b9a\u4e49\u4e86\u601d\u7ef4\u6784\u6210\u540e\uff0c\u786e\u5b9a\u5982\u4f55\u751f\u6210\u8fd9\u4e9b\u601d\u7ef4\u3002\u901a\u8fc7\u4f7f\u7528\u76f8\u540c\u7684\u63d0\u793a\u72ec\u7acb\u5730\u751f\u6210\u591a\u4e2a\u601d\u7ef4\u3002\u6216\u4f7f\u7528\u201c\u63d0\u51fa\u63d0\u793a\u201d\u4f9d\u6b21\u751f\u6210\u601d\u7ef4\uff0c\u6bcf\u4e2a\u601d\u7ef4\u90fd\u57fa\u4e8e\u524d\u4e00\u4e2a\u601d\u7ef4\u3002\u751f\u6210\u601d\u7ef4\u540e\uff0c\u5fc5\u987b\u5bf9\u5b83\u4eec\u8fdb\u884c\u8bc4\u4f30\uff0c\u786e\u4fdd\u671d\u7740\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u5411\u63a8\u8fdb\u3002\u6846\u67b6\u91c7\u7528\u4e24\u79cd\u7b56\u7565\u6765\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u4e3a\u6bcf\u4e2a\u72b6\u6001\u5206\u914d\u4e00\u4e2a\u6807\u91cf\u503c\u6216\u4e00\u4e2a\u5206\u7c7b\uff0c\u6709\u52a9\u4e8e\u6307\u793a\u8be5\u72b6\u6001\u7684\u8d28\u91cf\u6216\u5176\u5bfc\u5411\u89e3\u51b3\u65b9\u6848\u7684\u53ef\u80fd\u6027\u3002\u6bd4\u8f83\u4e0d\u540c\u7684\u89e3\u51b3\u65b9\u6848\u5e76\u9009\u62e9\u6700\u6709\u524d\u9014\u7684\u4e00\u4e2a\u3002\u6700\u540e\u4e00\u4e2a\u7ec4\u6210\u90e8\u5206\u6d89\u53ca\u7528\u4e8e\u5728\u89e3\u51b3\u65b9\u6848\u7a7a\u95f4\u4e2d\u5bfc\u822a\u7684\u641c\u7d22\u7b97\u6cd5\u3002\u5148\u6df1\u5165\u4e86\u89e3\u6bcf\u4e00\u7ea7\u7684\u6240\u6709\u53ef\u80fd\u5206\u652f\uff0c\u7136\u540e\u518d\u5411\u6811\u7684\u66f4\u6df1\u5904\u79fb\u52a8\u3002\u6df1\u5165\u4e86\u89e3\u4e00\u4e2a\u5206\u652f\uff0c\u7136\u540e\u518d\u56de\u6eaf\u63a2\u7d22\u5176\u4ed6\u5206\u652f\u3002<\/p>\n<p class=\"last-node\">\u901a\u8fc7\u6574\u5408\u8fd9\u4e9b\u7ec4\u4ef6\uff0cToT\u6846\u67b6\u53ef\u4ee5\u7cfb\u7edf\u5730\u8003\u8651\u591a\u79cd\u89e3\u51b3\u65b9\u6848\u5e76\u6392\u9664\u9519\u8bef\u7684\u65b9\u6848\uff0c\u6a21\u4eff\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u8fc7\u7a0b\u3002\u8fd9\u79cd\u7ed3\u6784\u5316\u4e14\u7075\u6d3b\u7684\u65b9\u6cd5\u4f7fLLM\u80fd\u591f\u66f4\u6709\u6548\u5730\u5904\u7406\u590d\u6742\u7684\u591a\u6b65\u63a8\u7406\u4efb\u52a1\uff0c\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u5728\u601d\u60f3\u548c\u9009\u62e9\u7684\u8ff7\u5bab\u4e2d\u7a7f\u884c\uff0c\u6309\u9700\u91cd\u65b0\u8bc4\u4f30\u548c\u8c03\u6574\u7b56\u7565\u7684\u80fd\u529b\u3002<\/p>\n<h2>\u601d\u7ef4\u6811\u7684\u4e3b\u8981\u5e94\u7528<\/h2>\n<p>\u601d\u7ef4\u6811\uff08Tree of Thought, ToT\uff09\u6846\u67b6\u5728\u591a\u4e2a\u9886\u57df\u548c\u4efb\u52a1\u4e2d\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u72ec\u89e3\u8c1c<\/strong>\uff1a\u5c55\u793a\u4e86\u5176\u5904\u7406\u590d\u6742\u903b\u8f91\u6311\u6218\u7684\u80fd\u529b\u3002ToT\u901a\u8fc7\u5f15\u5bfc\u6a21\u578b\u5b8c\u6210\u5404\u79cd\u6570\u5b57\u6392\u5217\uff0c\u5e76\u4f7f\u5176\u5728\u9047\u5230\u77db\u76fe\u65f6\u56de\u6eaf\uff0c\u7b80\u5316\u4e86\u901a\u5f80\u6b63\u786e\u89e3\u51b3\u65b9\u6848\u7684\u8def\u5f84\u3002<\/li>\n<li><strong>24\u70b9\u6e38\u620f<\/strong>\uff1a\u5728\u5177\u6709\u7b56\u7565\u6027\u7684\u7b97\u672f\u6e38\u620f24\u70b9\u4e2d\uff0cToT\u901a\u8fc7\u8ba9\u6a21\u578b\u6df1\u5165\u4e86\u89e3\u591a\u6761\u8ba1\u7b97\u8def\u5f84\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u6210\u529f\u7387\u3002<\/li>\n<li><strong>\u521b\u610f\u5199\u4f5c<\/strong>\uff1aToT\u8fd8\u5e94\u7528\u4e8e\u521b\u610f\u5199\u4f5c\u4efb\u52a1\uff0c\u53ef\u5e2e\u52a9LLM\u751f\u6210\u66f4\u8fde\u8d2f\u3001\u66f4\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u53d9\u8ff0\u3002<\/li>\n<li><strong>5\u00d75\u586b\u5b57\u6e38\u620f<\/strong>\uff1aToT\u57285\u00d75\u586b\u5b57\u6e38\u620f\u4e2d\u7684\u5e94\u7528\u5c55\u793a\u4e86\u5176\u5728\u8bed\u8a00\u590d\u6742\u4efb\u52a1\u4e2d\u5e94\u7528\u903b\u8f91\u548c\u4e0a\u4e0b\u6587\u63a8\u7406\u7684\u80fd\u529b\u3002<\/li>\n<li><strong>\u4e0d\u786e\u5b9a\u6027\u5904\u7406<\/strong>\uff1a\u4e0d\u786e\u5b9a\u601d\u7ef4\u6811\u662fToT\u7684\u6269\u5c55\uff0c\u4e13\u95e8\u5e94\u5bf9LLM\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u56fa\u6709\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/li>\n<\/ul>\n<h2>\u601d\u7ef4\u6811\u9762\u4e34\u7684\u6311\u6218<\/h2>\n<ul>\n<li><strong>\u8ba1\u7b97\u8d44\u6e90\u548c\u6548\u7387<\/strong>\uff1aToT\u6846\u67b6\u6d89\u53ca\u590d\u6742\u7684\u64cd\u4f5c\uff0c\u5982\u7ef4\u62a4\u591a\u6761\u51b3\u7b56\u8def\u5f84\u3001\u56de\u6eaf\u4ee5\u53ca\u6df1\u5165\u4e86\u89e3\u66ff\u4ee3\u89e3\u51b3\u65b9\u6848\uff0c\u8fd9\u4e9b\u8fc7\u7a0b\u8ba1\u7b97\u5bc6\u96c6\uff0c\u9700\u8981\u5927\u91cf\u7684\u5904\u7406\u80fd\u529b\u548c\u5185\u5b58\u8d44\u6e90\u3002<\/li>\n<li><strong>\u5b9e\u65bd\u590d\u6742\u6027<\/strong>\uff1a\u6784\u5efa\u601d\u7ef4\u6811\u7cfb\u7edf\u6d89\u53ca\u6574\u5408\u5404\u4e2a\u7ec4\u4ef6\uff0c\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u5fc5\u987b\u7ecf\u8fc7\u7cbe\u7ec6\u8c03\u6574\u4ee5\u534f\u8c03\u5de5\u4f5c\uff0c\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u590d\u6742\u4e14\u8017\u65f6\u7684\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u5168\u5c40\u51b3\u7b56\u80fd\u529b<\/strong>\uff1aToT\u6846\u67b6\u9700\u8981\u63d0\u5347LLM\u7684\u5168\u5c40\u51b3\u7b56\u80fd\u529b\uff0c\u6d89\u53ca\u5230\u5728\u89e3\u51b3\u65b9\u6848\u7a7a\u95f4\u4e2d\u8fdb\u884c\u6709\u6548\u7684\u641c\u7d22\u548c\u89c4\u5212\u3002<\/li>\n<li><strong>\u591a\u4ee3\u7406\u7b56\u7565\u7684\u96c6\u6210<\/strong>\uff1aToT\u6846\u67b6\u53ef\u4ee5\u4e0e\u591a\u4ee3\u7406\u7b56\u7565\u7ed3\u5408\uff0c\u4ee5\u589e\u5f3aLLM\u7684\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u79cd\u96c6\u6210\u9700\u8981\u89e3\u51b3\u591a\u4ee3\u7406\u7cfb\u7edf\u4e2d\u7684\u6d45\u5c42\u63a8\u7406\u8def\u5f84\u63a2\u7d22\u95ee\u9898\uff0c\u786e\u4fdd\u751f\u6210\u7684\u63a8\u7406\u5206\u652f\u662f\u53ef\u9760\u7684\u3002<\/li>\n<li><strong>\u53ef\u6269\u5c55\u6027\u548c\u6cdb\u5316\u80fd\u529b<\/strong>\uff1aToT\u6846\u67b6\u9700\u8981\u5728\u4e0d\u540c\u7c7b\u578b\u7684\u95ee\u9898\u548c\u4efb\u52a1\u4e2d\u5c55\u793a\u5176\u53ef\u6269\u5c55\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002\u5305\u62ec\u5728\u6570\u5b66\u63a8\u7406\u3001\u521b\u610f\u5199\u4f5c\u3001\u586b\u5b57\u6e38\u620f\u7b49\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u3002<\/li>\n<li><strong>\u7528\u6237\u4ea4\u4e92\u548c\u53ef\u89e3\u91ca\u6027<\/strong>\uff1aToT\u6846\u67b6\u9700\u8981\u63d0\u4f9b\u7528\u6237\u4ea4\u4e92\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u4ee5\u4fbf\u7528\u6237\u53ef\u4ee5\u7406\u89e3\u548c\u4fe1\u4efb\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\u3002\u53ca\u5230\u5f00\u53d1\u53ef\u89c6\u5316\u5de5\u5177\u548c\u89e3\u91ca\u65b9\u6cd5\uff0c\u4ee5\u5c55\u793a\u601d\u7ef4\u6811\u7684\u7ed3\u6784\u548c\u63a8\u7406\u8def\u5f84\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u548c\u4f18\u5316<\/strong>\uff1aToT\u6846\u67b6\u9700\u8981\u6709\u6548\u7684\u8bad\u7ec3\u548c\u4f18\u5316\u65b9\u6cd5\uff0c\u63d0\u9ad8\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002\u5305\u62ec\u9009\u62e9\u5408\u9002\u7684\u95ee\u9898\u5206\u89e3\u3001\u601d\u7ef4\u751f\u6210\u3001\u72b6\u6001\u8bc4\u4f30\u548c\u641c\u7d22\u7b97\u6cd5\u3002<\/li>\n<\/ul>\n<h2>\u601d\u7ef4\u6811\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>ToT\u6846\u67b6\u4f5c\u4e3a\u4e00\u79cd\u521b\u65b0\u7684\u63a8\u7406\u7b56\u7565\uff0c\u5df2\u7ecf\u5728\u591a\u4e2a\u9886\u57df\u5c55\u793a\u4e86\u5176\u5f3a\u5927\u7684\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3002\u5c3d\u7ba1\u9762\u4e34\u4e00\u7cfb\u5217\u6311\u6218\uff0c\u4f46ToT\u6846\u67b6\u7684\u53d1\u5c55\u524d\u666f\u4f9d\u7136\u5149\u660e\u3002\u968f\u7740\u6280\u672f\u7684\u8fdb\u6b65\u548c\u7814\u7a76\u7684\u6df1\u5165\uff0cToT\u6846\u67b6\u6709\u671b\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5b9e\u73b0\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u548c\u521b\u65b0\u3002ToT\u901a\u8fc7\u4f7fLLM\u80fd\u591f\u540c\u65f6\u6df1\u5165\u4e86\u89e3\u591a\u4e2a\u63a8\u7406\u8def\u5f84\uff0c\u663e\u8457\u63d0\u5347\u5176\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u3002ToT\u6846\u67b6\u867d\u7136\u8ba1\u7b97\u5bc6\u96c6\uff0c\u4f46\u5176\u6a21\u5757\u5316\u7075\u6d3b\u6027\u8ba9\u7528\u6237\u53ef\u4ee5\u81ea\u5b9a\u4e49\u6027\u80fd-\u6210\u672c\u5e73\u8861\u3002\u968f\u7740\u786c\u4ef6\u6027\u80fd\u7684\u63d0\u5347\u548c\u4f18\u5316\u7b97\u6cd5\u7684\u53d1\u5c55\uff0cToT\u7684\u8ba1\u7b97\u6548\u7387\u6709\u671b\u5f97\u5230\u6539\u5584\u3002ToT\u6846\u67b6\u4e0e\u591a\u4ee3\u7406\u7b56\u7565\u7684\u7ed3\u5408\u4e3aLLM\u7684\u63a8\u7406\u80fd\u529b\u63d0\u4f9b\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\u672a\u6765\u7684\u7814\u7a76\u53ef\u80fd\u4f1a\u63a2\u7d22\u66f4\u9ad8\u6548\u7684\u591a\u4ee3\u7406\u7cfb\u7edf\u96c6\u6210\u65b9\u6cd5\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347ToT\u7684\u6027\u80fd\u3002ToT\u6846\u67b6\u7684\u8bad\u7ec3\u548c\u4f18\u5316\u65b9\u6cd5\u5c06\u968f\u7740\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u8fdb\u6b65\u800c\u4e0d\u65ad\u6539\u8fdb\u3002\u8fd9\u5c06\u4f7f\u5f97ToT\u6846\u67b6\u80fd\u591f\u66f4\u597d\u5730\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\uff0c\u63d0\u9ad8\u5176\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002ToT\u6846\u67b6\u5c06\u80fd\u66f4\u597d\u5730\u6a21\u62df\u4eba\u7c7b\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u63d0\u5347LLM\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u4e3a\u672a\u6765\u7684AI\u53d1\u5c55\u63d0\u4f9b\u65b0\u7684\u65b9\u5411\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u601d\u7ef4\u6811\uff08Tree of Thought, ToT\uff09\u662f\u4e00\u79cd\u7528\u4e8e\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63a8\u7406\u80fd\u529b\u7684\u6846\u67b6\u3002\u5b83\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u65f6\u7684\u8ba4\u77e5\u7b56\u7565\uff0c\u4f7fLLM\u80fd\u591f\u4ee5\u7ed3\u6784\u5316\u7684\u65b9\u5f0f\u63a2\u7d22\u591a\u79cd\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7c7b\u4f3c\u4e8e\u6811\u72b6\u5206\u652f\u8def\u5f84\u3002ToT\u6846\u67b6\u7684\u6838\u5fc3\u5728\u4e8e\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u66f4\u5c0f\u7684\u3001\u4e14\u6613\u4e8e\u7ba1\u7406\u7684\u6b65\u9aa4\uff0c\u79f0\u4e3a\u201c\u601d\u7ef4\u201d\uff0c\u8fd9\u4e9b\u6b65\u9aa4\u7ec4\u5408\u5728\u4e00\u8d77\u6784\u6210\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u6d89\u53ca\u5230\u601d\u7ef4\u5206\u89e3\u3001\u601d\u7ef4\u751f\u6210\u3001\u72b6\u6001\u8bc4\u4f30\u548c\u641c\u7d22\u7b97\u6cd5\u56db\u4e2a\u5173\u952e\u6b65\u9aa4\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cToT\u6846\u67b6\u80fd\u591f\u63d0\u9ad8LLM\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u95ee\u9898\u89e3\u51b3\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u66f4\u6709\u6548\u5730\u5904\u7406\u9700\u8981\u6df1\u5ea6\u6218\u7565\u601d\u8003\u548c\u51b3\u7b56\u7684\u4efb\u52a1\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u601d\u7ef4\u6811\uff08ToT\uff09\u662f\u4e00\u79cd\u521b\u65b0\u7684\u6846\u67b6\uff0c\u65e8\u5728\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u63d0\u5347\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u590d\u6742\u95ee\u9898\u89e3\u51b3\u4e2d\u7684\u8868\u73b0\u3002 \u4ec0\u4e48\u662f\u601d\u7ef4\u6811 \u601d\u7ef4\u6811\uff08Tree of Thought, ToT\uff09\u662f\u4e00\u4e2a\u5f00\u521b\u6027\u7684\u6846\u67b6\uff0c\u65e8\u5728\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u79cd\u65b9\u6cd5\u6a21\u62df\u4e86\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u8ba4\u77e5\u7b56\u7565\uff0c\u4f7fLLM\u80fd\u591f\u4ee5\u7ed3\u6784\u5316\u7684\u65b9\u5f0f\u63a2\u7d22\u591a\u79cd\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7c7b\u4f3c\u4e8e\u6811\u72b6\u5206\u652f\u8def\u5f84\u3002 \u601d\u7ef4\u6811\u7684\u5de5\u4f5c\u539f\u7406 \u601d\u7ef4\u6811\uff08Tree of Thought, ToT\uff09\u7684\u5de5\u4f5c\u539f\u7406\u57fa\u4e8e\u6a21\u62df\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u8ba4\u77e5\u7b56\u7565\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u65b9\u5f0f\u63a2\u7d22\u591a\u79cd\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7c7b\u4f3c\u4e8e\u6811\u72b6\u5206\u652f\u8def\u5f84\u3002ToT\u6846\u67b6\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u66f4\u5c0f\u7684\u3001\u53ef\u7ba1\u7406\u7684\u6b65\u9aa4\uff0c\u79f0\u4e3a\u201c\u601d\u7ef4\u201d\uff0c\u8fd9\u4e9b\u6b65\u9aa4\u7ec4\u5408\u5728\u4e00\u8d77\u6784\u6210\u89e3\u51b3\u65b9\u6848\u3002\u6bcf\u4e2a\u201c\u601d\u7ef4\u201d\u7684\u5927\u5c0f\u90fd\u5e94\u9002\u5f53\uff0c\u65e2\u4e0d\u80fd\u592a\u5927\u4ee5\u81f3\u4e8e\u96be\u4ee5\u5904\u7406\uff0c\u4e5f\u4e0d\u80fd\u592a\u5c0f\u800c\u65e0\u7528\u3002\u5b9a\u4e49\u4e86\u601d\u7ef4\u6784\u6210\u540e\uff0c\u786e\u5b9a\u5982\u4f55\u751f\u6210\u8fd9\u4e9b\u601d\u7ef4\u3002\u901a\u8fc7\u4f7f\u7528\u76f8\u540c\u7684\u63d0\u793a\u72ec\u7acb\u5730\u751f\u6210\u591a\u4e2a\u601d\u7ef4\u3002\u6216\u4f7f\u7528\u201c\u63d0\u51fa\u63d0\u793a\u201d\u4f9d\u6b21\u751f\u6210\u601d\u7ef4\uff0c\u6bcf\u4e2a\u601d\u7ef4\u90fd\u57fa\u4e8e\u524d\u4e00\u4e2a\u601d\u7ef4\u3002\u751f\u6210\u601d\u7ef4\u540e\uff0c\u5fc5\u987b\u5bf9\u5b83\u4eec\u8fdb\u884c\u8bc4\u4f30\uff0c\u786e\u4fdd\u671d\u7740\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u5411\u63a8\u8fdb\u3002\u6846\u67b6\u91c7\u7528\u4e24\u79cd\u7b56\u7565\u6765\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u4e3a\u6bcf\u4e2a\u72b6\u6001\u5206\u914d\u4e00\u4e2a\u6807\u91cf\u503c\u6216\u4e00\u4e2a\u5206\u7c7b\uff0c\u6709\u52a9\u4e8e\u6307\u793a\u8be5\u72b6\u6001\u7684\u8d28\u91cf\u6216\u5176\u5bfc\u5411\u89e3\u51b3\u65b9\u6848\u7684\u53ef\u80fd\u6027\u3002\u6bd4\u8f83\u4e0d\u540c\u7684\u89e3\u51b3\u65b9\u6848\u5e76\u9009\u62e9\u6700\u6709\u524d\u9014\u7684\u4e00\u4e2a\u3002\u6700\u540e\u4e00\u4e2a\u7ec4\u6210\u90e8\u5206\u6d89\u53ca\u7528\u4e8e\u5728\u89e3\u51b3\u65b9\u6848\u7a7a\u95f4\u4e2d\u5bfc\u822a\u7684\u641c\u7d22\u7b97\u6cd5\u3002\u5148\u6df1\u5165\u4e86\u89e3\u6bcf\u4e00\u7ea7\u7684\u6240\u6709\u53ef\u80fd\u5206\u652f\uff0c\u7136\u540e\u518d\u5411\u6811\u7684\u66f4\u6df1\u5904\u79fb\u52a8\u3002\u6df1\u5165\u4e86\u89e3\u4e00\u4e2a\u5206\u652f\uff0c\u7136\u540e\u518d\u56de\u6eaf\u63a2\u7d22\u5176\u4ed6\u5206\u652f\u3002 \u901a\u8fc7\u6574\u5408\u8fd9\u4e9b\u7ec4\u4ef6\uff0cToT\u6846\u67b6\u53ef\u4ee5\u7cfb\u7edf\u5730\u8003\u8651\u591a\u79cd\u89e3\u51b3\u65b9\u6848\u5e76\u6392\u9664\u9519\u8bef\u7684\u65b9\u6848\uff0c\u6a21\u4eff\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u8fc7\u7a0b\u3002\u8fd9\u79cd\u7ed3\u6784\u5316\u4e14\u7075\u6d3b\u7684\u65b9\u6cd5\u4f7fLLM\u80fd\u591f\u66f4\u6709\u6548\u5730\u5904\u7406\u590d\u6742\u7684\u591a\u6b65\u63a8\u7406\u4efb\u52a1\uff0c\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u5728\u601d\u60f3\u548c\u9009\u62e9\u7684\u8ff7\u5bab\u4e2d\u7a7f\u884c\uff0c\u6309\u9700\u91cd\u65b0\u8bc4\u4f30\u548c\u8c03\u6574\u7b56\u7565\u7684\u80fd\u529b\u3002 \u601d\u7ef4\u6811\u7684\u4e3b\u8981\u5e94\u7528 \u601d\u7ef4\u6811\uff08Tree of Thought, ToT\uff09\u6846\u67b6\u5728\u591a\u4e2a\u9886\u57df\u548c\u4efb\u52a1\u4e2d\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\uff1a \u6570\u72ec\u89e3\u8c1c\uff1a\u5c55\u793a\u4e86\u5176\u5904\u7406\u590d\u6742\u903b\u8f91\u6311\u6218\u7684\u80fd\u529b\u3002ToT\u901a\u8fc7\u5f15\u5bfc\u6a21\u578b\u5b8c\u6210\u5404\u79cd\u6570\u5b57\u6392\u5217\uff0c\u5e76\u4f7f\u5176\u5728\u9047\u5230\u77db\u76fe\u65f6\u56de\u6eaf\uff0c\u7b80\u5316\u4e86\u901a\u5f80\u6b63\u786e\u89e3\u51b3\u65b9\u6848\u7684\u8def\u5f84\u3002 24\u70b9\u6e38\u620f\uff1a\u5728\u5177\u6709\u7b56\u7565\u6027\u7684\u7b97\u672f\u6e38\u620f24\u70b9\u4e2d\uff0cToT\u901a\u8fc7\u8ba9\u6a21\u578b\u6df1\u5165\u4e86\u89e3\u591a\u6761\u8ba1\u7b97\u8def\u5f84\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u6210\u529f\u7387\u3002 \u521b\u610f\u5199\u4f5c\uff1aToT\u8fd8\u5e94\u7528\u4e8e\u521b\u610f\u5199\u4f5c\u4efb\u52a1\uff0c\u53ef\u5e2e\u52a9LLM\u751f\u6210\u66f4\u8fde\u8d2f\u3001\u66f4\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u53d9\u8ff0\u3002 5\u00d75\u586b\u5b57\u6e38\u620f\uff1aToT\u57285\u00d75\u586b\u5b57\u6e38\u620f\u4e2d\u7684\u5e94\u7528\u5c55\u793a\u4e86\u5176\u5728\u8bed\u8a00\u590d\u6742\u4efb\u52a1\u4e2d\u5e94\u7528\u903b\u8f91\u548c\u4e0a\u4e0b\u6587\u63a8\u7406\u7684\u80fd\u529b\u3002 \u4e0d\u786e\u5b9a\u6027\u5904\u7406\uff1a\u4e0d\u786e\u5b9a\u601d\u7ef4\u6811\u662fToT\u7684\u6269\u5c55\uff0c\u4e13\u95e8\u5e94\u5bf9LLM\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u56fa\u6709\u7684\u4e0d\u786e\u5b9a\u6027\u3002 \u601d\u7ef4\u6811\u9762\u4e34\u7684\u6311\u6218 \u8ba1\u7b97\u8d44\u6e90\u548c\u6548\u7387\uff1aToT\u6846\u67b6\u6d89\u53ca\u590d\u6742\u7684\u64cd\u4f5c\uff0c\u5982\u7ef4\u62a4\u591a\u6761\u51b3\u7b56\u8def\u5f84\u3001\u56de\u6eaf\u4ee5\u53ca\u6df1\u5165\u4e86\u89e3\u66ff\u4ee3\u89e3\u51b3\u65b9\u6848\uff0c\u8fd9\u4e9b\u8fc7\u7a0b\u8ba1\u7b97\u5bc6\u96c6\uff0c\u9700\u8981\u5927\u91cf\u7684\u5904\u7406\u80fd\u529b\u548c\u5185\u5b58\u8d44\u6e90\u3002 \u5b9e\u65bd\u590d\u6742\u6027\uff1a\u6784\u5efa\u601d\u7ef4\u6811\u7cfb\u7edf\u6d89\u53ca\u6574\u5408\u5404\u4e2a\u7ec4\u4ef6\uff0c\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u5fc5\u987b\u7ecf\u8fc7\u7cbe\u7ec6\u8c03\u6574\u4ee5\u534f\u8c03\u5de5\u4f5c\uff0c\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u590d\u6742\u4e14\u8017\u65f6\u7684\u8fc7\u7a0b\u3002 \u5168\u5c40\u51b3\u7b56\u80fd\u529b\uff1aToT\u6846\u67b6\u9700\u8981\u63d0\u5347LLM\u7684\u5168\u5c40\u51b3\u7b56\u80fd\u529b\uff0c\u6d89\u53ca\u5230\u5728\u89e3\u51b3\u65b9\u6848\u7a7a\u95f4\u4e2d\u8fdb\u884c\u6709\u6548\u7684\u641c\u7d22\u548c\u89c4\u5212\u3002 \u591a\u4ee3\u7406\u7b56\u7565\u7684\u96c6\u6210\uff1aToT\u6846\u67b6\u53ef\u4ee5\u4e0e\u591a\u4ee3\u7406\u7b56\u7565\u7ed3\u5408\uff0c\u4ee5\u589e\u5f3aLLM\u7684\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u79cd\u96c6\u6210\u9700\u8981\u89e3\u51b3\u591a\u4ee3\u7406\u7cfb\u7edf\u4e2d\u7684\u6d45\u5c42\u63a8\u7406\u8def\u5f84\u63a2\u7d22\u95ee\u9898\uff0c\u786e\u4fdd\u751f\u6210\u7684\u63a8\u7406\u5206\u652f\u662f\u53ef\u9760\u7684\u3002 \u53ef\u6269\u5c55\u6027\u548c\u6cdb\u5316\u80fd\u529b\uff1aToT\u6846\u67b6\u9700\u8981\u5728\u4e0d\u540c\u7c7b\u578b\u7684\u95ee\u9898\u548c\u4efb\u52a1\u4e2d\u5c55\u793a\u5176\u53ef\u6269\u5c55\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002\u5305\u62ec\u5728\u6570\u5b66\u63a8\u7406\u3001\u521b\u610f\u5199\u4f5c\u3001\u586b\u5b57\u6e38\u620f\u7b49\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u3002 \u7528\u6237\u4ea4\u4e92\u548c\u53ef\u89e3\u91ca\u6027\uff1aToT\u6846\u67b6\u9700\u8981\u63d0\u4f9b\u7528\u6237\u4ea4\u4e92\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u4ee5\u4fbf\u7528\u6237\u53ef\u4ee5\u7406\u89e3\u548c\u4fe1\u4efb\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\u3002\u53ca\u5230\u5f00\u53d1\u53ef\u89c6\u5316\u5de5\u5177\u548c\u89e3\u91ca\u65b9\u6cd5\uff0c\u4ee5\u5c55\u793a\u601d\u7ef4\u6811\u7684\u7ed3\u6784\u548c\u63a8\u7406\u8def\u5f84\u3002 \u8bad\u7ec3\u548c\u4f18\u5316\uff1aToT\u6846\u67b6\u9700\u8981\u6709\u6548\u7684\u8bad\u7ec3\u548c\u4f18\u5316\u65b9\u6cd5\uff0c\u63d0\u9ad8\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002\u5305\u62ec\u9009\u62e9\u5408\u9002\u7684\u95ee\u9898\u5206\u89e3\u3001\u601d\u7ef4\u751f\u6210\u3001\u72b6\u6001\u8bc4\u4f30\u548c\u641c\u7d22\u7b97\u6cd5\u3002 \u601d\u7ef4\u6811\u7684\u53d1\u5c55\u524d\u666f ToT\u6846\u67b6\u4f5c\u4e3a\u4e00\u79cd\u521b\u65b0\u7684\u63a8\u7406\u7b56\u7565\uff0c\u5df2\u7ecf\u5728\u591a\u4e2a\u9886\u57df\u5c55\u793a\u4e86\u5176\u5f3a\u5927\u7684\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3002\u5c3d\u7ba1\u9762\u4e34\u4e00\u7cfb\u5217\u6311\u6218\uff0c\u4f46ToT\u6846\u67b6\u7684\u53d1\u5c55\u524d\u666f\u4f9d\u7136\u5149\u660e\u3002\u968f\u7740\u6280\u672f\u7684\u8fdb\u6b65\u548c\u7814\u7a76\u7684\u6df1\u5165\uff0cToT\u6846\u67b6\u6709\u671b\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5b9e\u73b0\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u548c\u521b\u65b0\u3002ToT\u901a\u8fc7\u4f7fLLM\u80fd\u591f\u540c\u65f6\u6df1\u5165\u4e86\u89e3\u591a\u4e2a\u63a8\u7406\u8def\u5f84\uff0c\u663e\u8457\u63d0\u5347\u5176\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u3002ToT\u6846\u67b6\u867d\u7136\u8ba1\u7b97\u5bc6\u96c6\uff0c\u4f46\u5176\u6a21\u5757\u5316\u7075\u6d3b\u6027\u8ba9\u7528\u6237\u53ef\u4ee5\u81ea\u5b9a\u4e49\u6027\u80fd-\u6210\u672c\u5e73\u8861\u3002\u968f\u7740\u786c\u4ef6\u6027\u80fd\u7684\u63d0\u5347\u548c\u4f18\u5316\u7b97\u6cd5\u7684\u53d1\u5c55\uff0cToT\u7684\u8ba1\u7b97\u6548\u7387\u6709\u671b\u5f97\u5230\u6539\u5584\u3002ToT\u6846\u67b6\u4e0e\u591a\u4ee3\u7406\u7b56\u7565\u7684\u7ed3\u5408\u4e3aLLM\u7684\u63a8\u7406\u80fd\u529b\u63d0\u4f9b\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\u672a\u6765\u7684\u7814\u7a76\u53ef\u80fd\u4f1a\u63a2\u7d22\u66f4\u9ad8\u6548\u7684\u591a\u4ee3\u7406\u7cfb\u7edf\u96c6\u6210\u65b9\u6cd5\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347ToT\u7684\u6027\u80fd\u3002ToT\u6846\u67b6\u7684\u8bad\u7ec3\u548c\u4f18\u5316\u65b9\u6cd5\u5c06\u968f\u7740\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u8fdb\u6b65\u800c\u4e0d\u65ad\u6539\u8fdb\u3002\u8fd9\u5c06\u4f7f\u5f97ToT\u6846\u67b6\u80fd\u591f\u66f4\u597d\u5730\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\uff0c\u63d0\u9ad8\u5176\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002ToT\u6846\u67b6\u5c06\u80fd\u66f4\u597d\u5730\u6a21\u62df\u4eba\u7c7b\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u63d0\u5347LLM\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u4e3a\u672a\u6765\u7684AI\u53d1\u5c55\u63d0\u4f9b\u65b0\u7684\u65b9\u5411\u3002<\/p>","protected":false},"author":1,"featured_media":3727,"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-3726","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\/3726","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=3726"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3726\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/3727"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=3726"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=3726"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=3726"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}