{"id":4043,"date":"2025-09-16T16:37:36","date_gmt":"2025-09-16T08:37:36","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4043"},"modified":"2025-09-16T16:37:36","modified_gmt":"2025-09-16T08:37:36","slug":"202509-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-decoding-on-graphs-faithful-and-sound-reasoning-on-knowledge-graphs-through-generation-of-well-formed-chains","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202509-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-decoding-on-graphs-faithful-and-sound-reasoning-on-knowledge-graphs-through-generation-of-well-formed-chains\/","title":{"rendered":"202509 \u8bba\u6587\u7814\u8bfb-Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains"},"content":{"rendered":"\n

\u4f5c\u8005\uff1aKun Li, Tianhua Zhang, Xixin Wu,Hongyin Luo, James Glass, Helen Meng
\u5355\u4f4d\uff1aThe Chinese University of Hong Kong, Hong Kong SAR, China
\u6765\u6e90\uff1aarxiv
\u65f6\u95f4\uff1a2024<\/p>\n\n\n\n

\u4e00\u3001\u7814\u7a76\u80cc\u666f\u53ca\u610f\u4e49<\/h2>\n\n\n\n

\u7814\u7a76\u80cc\u666f\uff1a<\/h2>\n\n\n\n

1. LLMs\u7684\u5c40\u9650\u6027<\/strong> \u5927\u578b\u8bed\u8a00\u6a21\u578b\u867d\u7136\u5728\u5404\u79cd\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u77e5\u8bc6\u5bc6\u96c6\u578b\u573a\u666f\u4e2d\u4ecd\u9762\u4e34\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u7f3a\u4e4f\u51c6\u786e\u7684\u4e8b\u5b9e\u77e5\u8bc6\u548c\u5bb9\u6613\u4ea7\u751f\u5e7b\u89c9\u3002\u8fd9\u9650\u5236\u4e86LLMs\u5728\u9700\u8981\u7cbe\u786e\u4e8b\u5b9e\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n\n\n\n

2. \u77e5\u8bc6\u56fe\u8c31\u7684\u4f18\u52bf\u4e0e\u6311\u6218<\/strong>
\u77e5\u8bc6\u56fe\u8c31\u4ee5\u7ed3\u6784\u5316\u548c\u663e\u5f0f\u7684\u65b9\u5f0f\u8868\u793a\u77e5\u8bc6\uff0c\u662f\u7406\u60f3\u7684\u5916\u90e8\u77e5\u8bc6\u6e90\u3002\u7136\u800c\uff0c\u5982\u4f55\u6709\u6548\u5730\u5c06LLMs\u4e0eKGs\u7ed3\u5408\u7528\u4e8e\u95ee\u7b54\u4efb\u52a1\u4ecd\u5b58\u5728\u6311\u6218\u3002<\/p>\n\n\n\n

3. \u73b0\u6709\u65b9\u6cd5\u7684\u4e0d\u8db3<\/strong> \u5f53\u524dKGQA\u65b9\u6cd5\u4e3b\u8981\u5206\u4e3a\u4e24\u7c7b\uff0c\u90fd\u5b58\u5728\u660e\u663e\u5c40\u9650\uff1a<\/p>\n\n\n\n

\u8fed\u4ee3\u63d0\u793a\u65b9\u6cd5<\/strong>\uff1a\u901a\u8fc7\u590d\u6742\u6307\u4ee4\u8ba9LLMs\u9010\u6b65\u5728KG\u4e0a\u63a8\u7406\uff0c\u4f46\u5bf9\u6a21\u578b\u80fd\u529b\u8981\u6c42\u6781\u9ad8\uff0c\u901a\u5e38\u9700\u8981GPT-4\u6216Llama2-70B\u7b49\u5927\u53c2\u6570\u6a21\u578b<\/p>\n\n\n\n

\u5b50\u56fe\u68c0\u7d22\u65b9\u6cd5<\/strong>\uff1a\u4f9d\u8d56\u4e13\u95e8\u8bad\u7ec3\u7684\u68c0\u7d22\u5668\u63d0\u53d6\u76f8\u5173\u5b50\u56fe\uff0c\u4f46\u9700\u8981\u5927\u91cf\u6807\u6ce8\u6570\u636e\uff0c\u4e14\u5728\u8de8\u57df\u573a\u666f\u4e0b\u6cdb\u5316\u80fd\u529b\u5dee<\/p>\n\n\n\n

\u7814\u7a76\u610f\u4e49\uff1a<\/h2>\n\n\n\n

1. \u7406\u8bba\u521b\u65b0<\/strong><\/p>\n\n\n\n

    \n
  • \u9996\u6b21\u63d0\u51fa”well-formed chain”\u6982\u5ff5\uff0c\u4e3a\u5728\u77e5\u8bc6\u56fe\u8c31\u4e0a\u8fdb\u884c\u5fe0\u5b9e\u4e14\u53ef\u9760\u7684\u63a8\u7406\u63d0\u4f9b\u4e86\u7406\u8bba\u57fa\u7840<\/li>\n\n\n\n
  • \u8be5\u6982\u5ff5\u786e\u4fdd\u63a8\u7406\u94fe\u4e2d\u7684\u6bcf\u4e2a\u4e8b\u5b9e\u4e09\u5143\u7ec4\u90fd\u5b58\u5728\u4e8eKG\u4e2d\uff0c\u4e14\u6bcf\u6b65\u63a8\u7406\u90fd\u57fa\u4e8e\u5148\u524d\u8bbf\u95ee\u8fc7\u7684\u5b9e\u4f53<\/li>\n<\/ul>\n\n\n\n

    2. \u6280\u672f\u7a81\u7834<\/strong><\/p>\n\n\n\n

      \n
    • \u521b\u65b0\u6027\u5730\u63d0\u51fa\u56fe\u611f\u77e5\u7ea6\u675f\u89e3\u7801\uff08graph-aware constrained decoding\uff09\u65b9\u6cd5<\/li>\n\n\n\n
    • \u901a\u8fc7KG\u62d3\u6251\u7ed3\u6784\u7ea6\u675fLLMs\u7684\u89e3\u7801\u8fc7\u7a0b\uff0c\u4ece\u786c\u7ea6\u675f\u5c42\u9762\u4fdd\u8bc1\u751f\u6210well-formed chains<\/li>\n\n\n\n
    • \u5b9e\u73b0\u4e86LLMs\u9010\u6b65\u63a8\u7406\u80fd\u529b\u4e0eKGs\u7ed3\u6784\u5316\u77e5\u8bc6\u7684\u6df1\u5ea6\u878d\u5408<\/li>\n<\/ul>\n\n\n\n

      \u4e8c\u3001\u7814\u7a76\u601d\u8def\u53ca\u5185\u5bb9<\/h2>\n\n\n\n

      \u7814\u7a76\u601d\u8def<\/h2>\n\n\n\n

      DoG\u7684\u6838\u5fc3\u601d\u8def\u662f\u8ba9LLMs\u76f4\u63a5\u5728\u77e5\u8bc6\u56fe\u8c31\u4e0a\u8fdb\u884c\u9010\u6b65\u63a8\u7406\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u5916\u90e8\u68c0\u7d22\u5668\u6216\u590d\u6742\u7684\u8fed\u4ee3\u6307\u4ee4\u3002\u5982\u56fe1\u6240\u793a\uff0c\u6574\u4e2a\u63a8\u7406\u8fc7\u7a0b\u4ece\u95ee\u9898”What is the national flower of the location where the movie ‘Blue Hawaii’ is set?”\u5f00\u59cb\uff0c\u7cfb\u7edf\u9700\u8981\u627e\u5230\u4e00\u6761\u4ece\u67e5\u8be2\u5b9e\u4f53”Blue Hawaii”\u5230\u7b54\u6848”Hawaiian hibiscus”\u7684\u63a8\u7406\u94fe\u3002<\/p>\n\n\n\n

      \u7814\u7a76\u7684\u5173\u952e\u6d1e\u5bdf\u662f\uff1aLLMs\u64c5\u957f\u751f\u6210\u8fde\u8d2f\u7684\u63a8\u7406\u6b65\u9aa4\uff0c\u800cKGs\u63d0\u4f9b\u4e86\u7ed3\u6784\u5316\u7684\u4e8b\u5b9e\u8fde\u63a5\uff0c\u4e24\u8005\u53ef\u4ee5\u901a\u8fc7\u7ea6\u675f\u89e3\u7801\u673a\u5236\u6df1\u5ea6\u878d\u5408\uff0c\u5b9e\u73b0faithful\u4e14sound\u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n\n\n\n

      \u6838\u5fc3\u65b9\u6cd5\u4e0e\u6280\u672f\u5185\u5bb9<\/h2>\n\n\n\n
      \"\"<\/figure>\n\n\n\n

      Well-formed Chain\u5b9a\u4e49\u4e0e\u56fe\u611f\u77e5\u7ea6\u675f\u89e3\u7801<\/strong><\/p>\n\n\n\n

      DoG\u9996\u5148\u5b9a\u4e49\u4e86”well-formed chain”\u6982\u5ff5\uff0c\u8981\u6c42\u63a8\u7406\u94fe\u4e2d\u7684\u6bcf\u4e2a\u4e09\u5143\u7ec4\u90fd\u5b58\u5728\u4e8eKG\u4e2d\uff0c\u4e14\u6bcf\u6b65\u63a8\u7406\u90fd\u57fa\u4e8e\u4e4b\u524d\u8bbf\u95ee\u8fc7\u7684\u5b9e\u4f53\u3002\u56fe1(b)\u5c55\u793a\u4e86\u521d\u59cb\u7684\u67e5\u8be2\u4e2d\u5fc3\u5b50\u56feGq\uff0c\u5305\u542b\u6240\u6709\u4e0e\u67e5\u8be2\u5b9e\u4f53”Blue Hawaii”\u76f8\u5173\u7684\u4e09\u5143\u7ec4\u3002<\/p>\n\n\n\n

      \u7ea6\u675f\u89e3\u7801\u7684\u6838\u5fc3\u662f\u52a8\u6001\u6784\u5efaTrie\u6570\u636e\u7ed3\u6784\u6765\u9650\u5236\u6709\u6548token\u3002\u5982\u56fe1(c)\u6240\u793a\uff0c\u5728\u7b2c\u4e00\u6b65\u63a8\u7406\u4e2d\uff0c\u7cfb\u7edf\u6784\u5efa\u4e86\u4e00\u4e2aTrie\u6811\uff0c\u6839\u8282\u70b9\u4e0b\u5206\u522b\u6709”Blue Hawaii”\u901a\u5f80\u4e0d\u540c\u5173\u7cfb\u7684\u8def\u5f84\u3002\u5f53\u751f\u6210\u5230”Blue Hawaii”\u65f6\uff0c\u6709\u6548token\u96c6\u5408Wval\u53ea\u5305\u542b{“film.performance.actor”, “film.film.featured_film_locations”}\uff0cLLMs\u5728\u8fd9\u4e2a\u7ea6\u675f\u4e0b\u66f4\u53ef\u80fd\u9009\u62e9\u4e0e\u95ee\u9898\u76f8\u5173\u7684”film.film.featured_film_locations”\u3002<\/p>\n\n\n\n

      \u52a8\u6001\u5b50\u56fe\u6269\u5c55\u4e0e\u591a\u6b65\u63a8\u7406<\/strong><\/p>\n\n\n\n

      \u63a8\u7406\u8fc7\u7a0b\u662f\u52a8\u6001\u7684\u3002\u56fe1(d)\u663e\u793a\u7b2c\u4e00\u6b65\u63a8\u7406\u7ed3\u679c\u540e\uff0c\u7cfb\u7edf\u9009\u62e9\u4e86\u4e09\u5143\u7ec4”Blue Hawaii \u2192 film.film.featured_film_locations \u2192 Hawaii”\u3002\u968f\u540e\u5982\u56fe1(e)\u6240\u793a\uff0c\u67e5\u8be2\u4e2d\u5fc3\u5b50\u56feGq\u52a8\u6001\u6269\u5c55\uff0c\u5c06\u6240\u6709\u6d89\u53ca\u65b0\u8bbf\u95ee\u5b9e\u4f53”Hawaii”\u7684\u4e09\u5143\u7ec4\u52a0\u5165\u5b50\u56fe\uff08\u7528\u865a\u7ebf\u8868\u793a\uff09\u3002\u8fd9\u79cd\u6269\u5c55\u786e\u4fdd\u4e86\u4e0b\u4e00\u6b65\u63a8\u7406\u7684\u6240\u6709\u53ef\u80fd\u6027\u90fd\u88ab\u8003\u8651\u3002<\/p>\n\n\n\n

      \u7b2c\u4e8c\u6b65\u63a8\u7406\u4e2d\uff0c\u7cfb\u7edf\u8fdb\u4e00\u6b65\u53d1\u73b0”Hawaiian hibiscus \u2192 location.symbol_of_administrative_division.official_symbol_of \u2192 Hawaii”\uff0c\u6700\u7ec8\u5f62\u6210\u5b8c\u6574\u7684\u63a8\u7406\u94fe\u5e76\u5f97\u51fa\u6b63\u786e\u7b54\u6848\u3002<\/p>\n\n\n\n

      Beam Search\u4f18\u5316\u4e0e\u5b9e\u73b0\u7ec6\u8282<\/strong><\/p>\n\n\n\n

      \u7cfb\u7edf\u91c7\u7528\u4e24\u5c42beam search\uff1atoken\u7ea7\u522b\u7684beam search\u751f\u6210\u591a\u4e2a\u5019\u9009\u4e09\u5143\u7ec4\uff0c\u4e09\u5143\u7ec4\u7ea7\u522b\u7684beam search\u4fdd\u7559\u5f97\u5206\u6700\u9ad8\u7684\u63a8\u7406\u94fe\u3002\u6bcf\u4e2a\u4e09\u5143\u7ec4\u7684\u5f97\u5206\u57fa\u4e8eLLM\u5bf9\u8be5\u4e09\u5143\u7ec4\u7684\u6761\u4ef6\u6982\u7387\uff0c\u94fe\u5f97\u5206\u662f\u6240\u6709\u4e09\u5143\u7ec4\u5f97\u5206\u7684\u7d2f\u52a0\u3002<\/p>\n\n\n\n

      \u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u7ea6\u675f\u89e3\u7801\u53ea\u5728\u751f\u6210\u4e09\u5143\u7ec4\u7ed3\u6784\u65f6\u751f\u6548\uff08<T_BOS>\u5230<T_EOS>\u4e4b\u95f4\uff09\uff0c\u800c\u4e2d\u95f4\u7684\u5206\u6790\u6587\u672c\u548c\u6700\u7ec8\u7ed3\u8bba\u91c7\u7528\u65e0\u7ea6\u675f\u751f\u6210\uff0c\u4fdd\u6301\u4e86LLMs\u7684\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u80fd\u529b\u3002<\/p>\n\n\n\n

      \u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n
      \"\"<\/figure>\n\n\n\n

      \u5728WebQuestionSP\u4e0a\uff0cDirect Answering\u5c31\u80fd\u8fbe\u523087-88%\u7684\u6027\u80fd\uff0c\u8bf4\u660eLLMs\u5bf9\u7b80\u5355\u56fe\u7ed3\u6784\u6709\u4e00\u5b9a\u7406\u89e3\u80fd\u529b\u3002\u4f46\u5728\u591a\u8df3\u95ee\u9898\u66f4\u591a\u7684CWQ\u548c2Wikimultihop\u4e0a\uff0cDirect Answering\u6027\u80fd\u663e\u8457\u4e0b\u964d\uff08CWQ\u7ea660-67%\uff0c2Wikimultihop\u7ea650-58%\uff09\u3002<\/p>\n\n\n\n

      DoG\u7684\u8868\u73b0\u59cb\u7ec8\u4f18\u5f02\uff1a\u5728WebQuestionSP\u4e0a\u8fbe\u523091-93%\uff0cCWQ\u4e0a\u8fbe\u523073-76%\uff0c2Wikimultihop\u4e0a\u8fbe\u523082-84%\u3002\u7279\u522b\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cDoG\u5728\u6240\u6709\u4e09\u4e2aLLM\u4e0a\u90fd\u8d85\u8d8a\u4e86\u4e13\u95e8\u8bad\u7ec3\u7684StructLM\u65b9\u6cd5\uff0c\u8bc1\u660e\u4e86\u7ea6\u675f\u89e3\u7801\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n

      \u4e13\u95e8\u68c0\u7d22\u5668\uff08RoG\u3001GNN-RAG\uff09\u5728\u8bad\u7ec3\u57df\u5185\u8868\u73b0\u8f83\u597d\uff0c\u4f46\u65e0\u6cd5\u9002\u5e942Wikimultihop\u7684Wikidata\u80cc\u666f\uff0c\u4f53\u73b0\u4e86\u8de8\u57df\u6cdb\u5316\u7684\u56f0\u96be\u3002\u800cDoG\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u90fd\u4fdd\u6301\u7a33\u5b9a\u7684\u9ad8\u6027\u80fd\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n

      \u88684\u5bf9\u6bd4\u4e86DoG\u5728\u5b8c\u6574KG\u8f93\u5165vs\u5c40\u90e8\u5b50\u56fe\u8f93\u5165\u4e0b\u7684\u6027\u80fd\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5168\u5c40\u53ef\u89c1\u6027\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u90fd\u5e26\u6765\u6027\u80fd\u63d0\u5347\uff0c\u7279\u522b\u662f\u5728Qwen\u6a21\u578b\u4e0a\u5dee\u5f02\u660e\u663e\uff08\u59822Wikimultihop\u4e0a83.31% vs 76.22%\uff09\u3002\u8fd9\u8bf4\u660e\u8ba9LLMs\u770b\u5230\u5b8c\u6574\u7684\u56fe\u7ed3\u6784\u6709\u52a9\u4e8e\u66f4\u597d\u7684\u8def\u5f84\u89c4\u5212\uff0c\u5c3d\u7ba1\u4f1a\u5e26\u6765\u4e00\u4e9b\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n

      \u88685\u5c55\u793a\u4e86DoG\u4e0eGNN-RAG\u68c0\u7d22\u5668\u7ed3\u5408\u7684\u7ed3\u679c\u3002\u5728CWQ\u6570\u636e\u96c6\u4e0a\uff0c\u8fd9\u79cd\u7ed3\u5408\u5e26\u6765\u4e86\u8fdb\u4e00\u6b65\u7684\u6027\u80fd\u63d0\u5347\uff08\u5982Llama\u4e0a\u4ece76.08%\u63d0\u5347\u523084.72%\uff09\u3002\u8fd9\u8868\u660eDoG\u53ef\u4ee5\u4ece\u9ad8\u8d28\u91cf\u7684\u5b50\u56fe\u4e2d\u83b7\u76ca\uff0c\u4f46\u540c\u65f6\u4e5f\u8bf4\u660e\u5b8c\u6574KG\u4e2d\u786e\u5b9e\u5b58\u5728\u4e00\u5b9a\u566a\u97f3\u3002\u4e0d\u8fc7\uff0c\u8003\u8651\u5230\u4e13\u95e8\u68c0\u7d22\u5668\u7684\u8bad\u7ec3\u6210\u672c\u548c\u8de8\u57df\u9002\u5e94\u95ee\u9898\uff0c\u8fd9\u79cd\u63d0\u5347\u7684\u5b9e\u7528\u6027\u6709\u9650\u3002<\/p>\n\n\n\n

      \u5bf9\u9f50\u601d\u8003<\/h2>\n\n\n\n
        \n
      1. \u53c2\u8003DoG\u4e2dwell-formed chain\u7684\u601d\u8def\uff0c\u5c06\u590d\u6742\u6807\u7b7e\u5206\u89e3\u4e3a\u6709\u5e8f\u7684\u5b50\u6807\u7b7e\u5e8f\u5217\uff0c\u6bcf\u4e2a\u5b50\u6807\u7b7e\u5fc5\u987b\u57fa\u4e8e\u524d\u9762\u5df2\u786e\u5b9a\u7684\u6807\u7b7e\u4fe1\u606f\uff0c\u786e\u4fdd\u89e3\u6784\u8fc7\u7a0b\u7684\u903b\u8f91\u4e00\u81f4\u6027\u3002\u53ef\u4ee5\u8bbe\u8ba1\u6807\u7b7e\u4f9d\u8d56\u56fe\u6765\u7ea6\u675f\u89e3\u6784\u8def\u5f84\u3002<\/li>\n\n\n\n
      2. \u501f\u9274\u56fe\u611f\u77e5\u7ea6\u675f\u89e3\u7801\u7684\u601d\u60f3\uff0c\u5728\u6807\u7b7e\u89e3\u6784\u8fc7\u7a0b\u4e2d\u5f15\u5165\u9886\u57df\u77e5\u8bc6\u4f5c\u4e3a\u786c\u7ea6\u675f\uff0c\u9650\u5236\u6bcf\u4e00\u6b65\u53ef\u9009\u7684\u6807\u7b7e\u5206\u89e3\u65b9\u5411\uff0c\u907f\u514d\u751f\u6210\u4e0d\u5408\u7406\u7684\u6807\u7b7e\u7ec4\u5408\u3002<\/li>\n\n\n\n
      3. \u53c2\u8003beam search\u7684\u601d\u8def\uff0c\u5728\u6807\u7b7e\u89e3\u6784\u65f6\u4fdd\u6301\u591a\u4e2a\u5019\u9009\u8def\u5f84\uff0c\u901a\u8fc7\u4e00\u81f4\u6027\u68c0\u9a8c\u9009\u62e9\u6700\u4f18\u7684\u89e3\u6784\u65b9\u6848\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

        \u4f5c\u8005\uff1aKun Li, Tianhua Zhang, Xixin Wu,Hongyin Luo, James G […]<\/p>\n","protected":false},"author":24,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4043","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4043","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/24"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4043"}],"version-history":[{"count":17,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4043\/revisions"}],"predecessor-version":[{"id":4067,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4043\/revisions\/4067"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4043"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4043"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4043"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}