{"id":4719,"date":"2026-01-16T14:14:31","date_gmt":"2026-01-16T06:14:31","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4719"},"modified":"2026-01-16T14:14:31","modified_gmt":"2026-01-16T06:14:31","slug":"202601-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-trace-the-evidence-constructing-knowledge-grounded-reasoningchains-for-retrieval-augmented-generation","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202601-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-trace-the-evidence-constructing-knowledge-grounded-reasoningchains-for-retrieval-augmented-generation\/","title":{"rendered":"202601 \u8bba\u6587\u7814\u8bfb-TRACE the Evidence: Constructing Knowledge-Grounded ReasoningChains for Retrieval-Augmented Generation"},"content":{"rendered":"\n

\u6765\u6e90\uff1aarXiv<\/p>\n\n\n\n

\u4f5c\u8005\uff1aJinyuan Fang\u3001 Zaiqiao Meng\u3001 Zaiqiao Meng\u7b49<\/p>\n\n\n\n

\u5355\u4f4d\uff1a\u683c\u62c9\u65af\u54e5\u5927\u5b66<\/p>\n\n\n\n

\u53d1\u8868\u65f6\u95f4\uff1a2024\u5e7406\u6708<\/p>\n\n\n\n

<\/p>\n\n\n\n

\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n

\u80cc\u666f\uff1a\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5728\u95ee\u7b54\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u68c0\u7d22\u5668\u7684\u4e0d\u5b8c\u7f8e\u5e38\u5f15\u5165\u65e0\u5173\u4fe1\u606f\uff0c\u5c24\u5176\u591a\u8df3\u95ee\u9898\u9700\u591a\u6b65\u63a8\u7406\u65f6\uff0c\u73b0\u6709\u65b9\u6cd5\uff08\u5982IRCoT\uff09\u6613\u56e0\u5e7b\u89c9\u6216\u5197\u4f59\u4fe1\u606f\u964d\u4f4e\u6027\u80fd\u3002
\u6838\u5fc3\uff1a \u57fa\u4e8e\u8fd9\u4e00\u80cc\u666f\uff0c\u8bba\u6587\u63d0\u51faTRACE\u6846\u67b6\uff0c\u901a\u8fc7\u77e5\u8bc6\u56fe\u751f\u6210\u5668\u5c06\u6587\u6863\u8f6c\u4e3a\u77e5\u8bc6\u4e09\u5143\u7ec4\uff0c\u518d\u4ee5\u81ea\u56de\u5f52\u65b9\u5f0f\u6784\u5efa\u903b\u8f91\u8fde\u8d2f\u7684\u63a8\u7406\u94fe\uff0c\u7cbe\u51c6\u6574\u5408\u652f\u6301\u8bc1\u636e\uff0c\u63d0\u5347RAG\u7684\u591a\u8df3\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u8bba\u6587\u6838\u5fc3\u601d\u60f3<\/h2>\n\n\n\n

TRACE \u505a\u4e86\u4e00\u4e2a\u4e2d\u95f4\u5c42\u7684\u8f6c\u5316\u3002\u4e09\u4e2a\u90e8\u5206
KG Generation\uff08\u53d8\u7ed3\u6784\uff09\uff1a \u5148\u628a\u4e71\u7cdf\u7cdf\u7684\u6587\u6863\u53d8\u6210\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u56fe\u8c31\uff08\u4e09\u5143\u7ec4\uff09\u3002
Reasoning Chain\uff08\u627e\u8def\u5f84\uff09\uff1a \u5728\u56fe\u91cc\u4e00\u6b65\u6b65\u201c\u8d70\u201d\u51fa\u4e00\u6761\u63a8\u7406\u94fe\u3002
Answer\uff08\u505a\u51cf\u6cd5\uff09\uff1a \u6700\u540e\u53ea\u628a\u8fd9\u6761\u201c\u7cbe\u534e\u94fe\u201d\u7ed9\u5927\u6a21\u578b\u770b\uff0c\u800c\u4e0d\u662f\u628a\u6240\u6709\u6587\u6863\u90fd\u7ed9\u5b83\u770b<\/p>\n\n\n\n

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

\u4e09\u3001\u65b9\u6cd5\u6846\u67b6<\/h2>\n\n\n\n

\u4e09\u4e2a\u6a21\u5757\uff1aKG Generator\uff08\u77e5\u8bc6\u56fe\u751f\u6210\u5668\uff09\u3001Autoregressive Reasoning Chain Constructor\uff08\u81ea\u56de\u5f52\u63a8\u7406\u94fe\u6784\u9020\u5668\uff09\u3001Answer Generation\uff08\u7b54\u6848\u751f\u6210\u5668\uff09<\/p>\n\n\n\n

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

\u6a21\u5757\u4e00\uff1aKG Generator \u7684\u7ec6\u8282<\/p>\n\n\n\n

\u8f93\u5165\uff1a<\/strong>\u68c0\u7d22\u5230\u7684\u4e00\u7ec4\u975e\u7ed3\u6784\u5316\u6587\u6863\u3002
\u673a\u5236\uff1a<\/strong>\u5229\u7528 In-context Learning \u63d0\u793a\u4e00\u4e2a LLM\uff0c\u8ba9\u5176\u4ece\u6bcf\u4e2a\u6587\u6863\u4e2d\u63d0\u53d6\u77e5\u8bc6\u4e09\u5143\u7ec4\uff08head entity,relation,tail entity\uff09\u3002<\/p>\n\n\n\n

\u72ec\u7acb\u5904\u7406\uff1a<\/strong>\u4e3a\u4e86\u907f\u514d LLM \u5904\u7406\u957f\u6587\u672c\u65f6\u7684\u201clost-in-the-middle\u201d\uff08\u8ff7\u5931\u5728\u4e2d\u95f4\uff09\u95ee\u9898\uff0c\u8be5\u65b9\u6cd5\u72ec\u7acb\u5730\u4e3a\u6bcf\u4e2a\u6587\u6863\u751f\u6210\u4e09\u5143\u7ec4\uff0c\u5e76\u901a\u8fc7\u5171\u4eab\u5b9e\u4f53\u8fde\u63a5\u4e0d\u540c\u6587\u6863\u3002
\u6807\u9898\u5b9e\u4f53\u5316\uff1a<\/strong>\u9488\u5bf9\u7ef4\u57fa\u767e\u79d1\u6587\u6863\uff0c\u8be5\u65b9\u6cd5\u5c06\u6587\u6863\u7684\u6807\u9898\u89c6\u4e3a\u4e00\u4e2a\u5b9e\u4f53\uff0c\u5e76\u8ba9\u6a21\u578b\u63a8\u65ad\u6b63\u6587\u4e2d\u5b9e\u4f53\u4e0e\u6807\u9898\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\u3002
\u79bb\u7ebf\u8ba1\u7b97\uff1a<\/strong>\u8be5\u65b9\u5f0f\u5141\u8bb8\u79bb\u7ebf\u9884\u5148\u8ba1\u7b97\u6240\u6709\u6587\u6863\u7684 KG \u4e09\u5143\u7ec4\uff0c\u63d0\u9ad8\u6548\u7387\u3002<\/p>\n\n\n\n

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

\u6a21\u5757\u4e8c\uff1aReasoning Chain Constructor<\/p>\n\n\n\n

\u8d1f\u8d23\u4ece\u77e5\u8bc6\u56fe\uff08G_q\uff09\u4e2d\u6784\u5efa\u63a8\u7406\u94fe\uff08z\uff09\uff0c\u5373\u4e00\u7cfb\u5217\u903b\u8f91\u4e0a\u8fde\u63a5\u7684\u77e5\u8bc6\u4e09\u5143\u7ec4\uff0c\u4ee5\u8bc6\u522b\u5e76\u6574\u5408\u7528\u4e8e\u56de\u7b54\u95ee\u9898\u7684\u652f\u6301\u6027\u8bc1\u636e\u3002
Triple Ranker\uff08\u4e09\u5143\u7ec4\u6392\u5e8f\u5668\uff09\uff1a
\u4f5c\u7528\uff1a\u5728\u77e5\u8bc6\u56fe\u7684\u6240\u6709\u4e09\u5143\u7ec4\u4e2d\uff0c\u7b5b\u9009\u51fa\u4e0e\u5f53\u524d\u95ee\u9898\u53ca\u5df2\u9009\u8def\u5f84\u6700\u76f8\u5173\u7684\u5019\u9009\u4e09\u5143\u7ec4\u3002
\u673a\u5236\uff1a\u4f7f\u7528\u4e00\u4e2a bi-encoder \u6a21\u578b\uff08\u5982 E5-Mistral\uff09\u3002\u5b83\u5c06\u201c\u95ee\u9898 + \u5df2\u9009\u4e09\u5143\u7ec4\u201d\u4f5c\u4e3a\u67e5\u8be2\uff0c\u4e0e KG \u4e2d\u7684\u6240\u6709\u4e09\u5143\u7ec4\u5206\u522b\u8ba1\u7b97\u5411\u91cf\u76f8\u4f3c\u5ea6\uff08\u5185\u79ef\uff09\uff0c\u5e76\u9009\u51fa\u76f8\u5173\u6027\u6700\u9ad8\u7684 Top-K \u4e2a\u4e09\u5143\u7ec4\u4f5c\u4e3a\u5019\u9009\u96c6\uff08G_i \uff09\u3002
Triple Selector\uff08\u4e09\u5143\u7ec4\u9009\u62e9\u5668\uff09\uff1a
\u4f5c\u7528\uff1a\u4ece\u5019\u9009\u96c6\u4e2d\u9009\u51fa\u4e00\u4e2a\u6700\u5408\u9002\u7684\u4e09\u5143\u7ec4\uff0c\u63a5\u5728\u5df2\u6709\u7684\u63a8\u7406\u94fe\u540e\u9762\uff0c\u5f62\u6210\u903b\u8f91\u8fde\u8d2f\u7684\u8def\u5f84\u3002
\u673a\u5236\uff1a\u4f7f\u7528 In-context Learning \u63d0\u793a\u4e00\u4e2a LLM\uff08\u5982 LLaMA3\uff09\u3002\u8be5\u4efb\u52a1\u88ab\u6784\u5efa\u4e3a\u4e00\u4e2a\u591a\u9009\u9898\u5f62\u5f0f\uff0c\u6a21\u578b\u53ea\u9700\u8f93\u51fa\u4ee3\u8868\u6240\u9009\u9009\u9879\u7684\u5355\u4e2a Token\uff08\u5982 \u201cB\u201d\uff09\u3002
\u5206\u5e03\u5b9a\u4e49\uff1a\u5229\u7528 LLM \u8f93\u51fa\u7684\u9009\u9879 Token \u7684 logits \u6765\u5b9a\u4e49\u6bcf\u4e2a\u4e09\u5143\u7ec4\u7684\u5206\u5e03\u6982\u7387\uff0c\u5e76\u4f7f\u7528 beam search \u751f\u6210\u591a\u6761\u63a8\u7406\u94fe\u3002<\/p>\n\n\n\n

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

\u4ee5\u53caprompt\uff1aTriple Selector\uff08\u4e09\u5143\u7ec4\u9009\u62e9\u5668\uff09<\/p>\n\n\n\n

\u4f5c\u7528<\/strong>\uff1a\u901a\u8fc7\u81ea\u56de\u5f52\u65b9\u5f0f\u9010\u6b65\u6784\u5efa\u63a8\u7406\u94fe\uff0c\u786e\u4fdd\u6bcf\u4e00\u6b65\u9009\u62e9\u7684\u4e09\u5143\u7ec4\u4e0e\u95ee\u9898\u3001\u5df2\u6709\u4e09\u5143\u7ec4\u903b\u8f91\u4e00\u81f4\uff0c\u6700\u7ec8\u6574\u5408\u652f\u6301\u8bc1\u636e\u56de\u7b54\u95ee\u9898\u3002<\/p>\n\n\n\n

\u529f\u80fd<\/strong>\uff1a\u5728\u63a8\u7406\u94fe\u6784\u5efa\u8fc7\u7a0b\u4e2d\uff0c\u4ece\u5019\u9009\u4e09\u5143\u7ec4\u4e2d\u9009\u62e9\u4e0b\u4e00\u4e2a\u4e09\u5143\u7ec4\uff0c\u4ee5\u6269\u5c55\u5df2\u6709\u4e09\u5143\u7ec4\u5e76\u5f62\u6210\u80fd\u56de\u7b54\u95ee\u9898\u7684\u8fde\u8d2f\u63a8\u7406\u8def\u5f84<\/strong>\u3002<\/p>\n\n\n\n

\u793a\u4f8b<\/strong>\uff1a\u8f93\u5165\u201c\u5df2\u6709\u4e09\u5143\u7ec4\u201d\u201c\u95ee\u9898\uff08\u5982\u2018when was the father of Albert Einstein born?\u2019\uff09\u201d\u548c\u5019\u9009\u4e09\u5143\u7ec4\uff08\u9009\u9879A – D\uff09\uff0c\u8f93\u51fa\u9009\u62e9\uff08\u5982\u9009\u9879B\u6216D\u5bf9\u5e94\u7684\u4e09\u5143\u7ec4\uff09\u3002<\/p>\n\n\n\n

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

\u6a21\u5757\u4e09\uff1aAnswer Generation<\/p>\n\n\n\n

TRACE-Triple\uff1a\u76f4\u63a5\u5c06\u6784\u9020\u597d\u7684\u63a8\u7406\u94fe\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8f93\u5165\u5230 Reader \u4e2d\uff1a\u63a8\u7406\u94fe\u5929\u7136\u5448\u73b0\u4e86\u7406\u60f3\u7684\u903b\u8f91\u987a\u5e8f\uff0c\u56e0\u6b64\u76f4\u63a5\u62fc\u63a5\u5373\u53ef
TRACE-Doc\uff1a\u5229\u7528\u63a8\u7406\u94fe\u4e2d\u7684\u4e09\u5143\u7ec4\u56de\u6eaf\u5e76\u8bc6\u522b\u51fa\u539f\u59cb\u6587\u6863\u4e2d\u771f\u6b63\u6709\u7528\u7684\u6587\u6863\u5b50\u96c6\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u6587\u6863\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u3002\u91c7\u7528\u591a\u6570\u6295\u7968\u7b56\u7565\u3002\u6bcf\u4e2a\u63a8\u7406\u94fe\u4e2d\u7684\u4e09\u5143\u7ec4\u4e3a\u5176\u6765\u6e90\u6587\u6863\u6295\u4e00\u7968\uff0c\u6839\u636e\u5f97\u7968\u6570\u5bf9\u6587\u6863\u8fdb\u884c\u6392\u5e8f\uff0c\u8fc7\u6ee4\u6389\u5f97\u7968\u4e3a 0 \u7684\u65e0\u5173\u6587\u6863\u3002<\/p>\n\n\n\n

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

\u56db\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n

TRACE\u548c\u57fa\u7ebf\u7684QA\u6027\u80fd\u5bf9\u6bd4<\/strong><\/p>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u76f8\u6bd4\u57fa\u7ebf\uff08\u5982w. all documents\uff09\uff0cTRACE-Triple\u5e73\u5747EM\u63d0\u534714.03%\uff0cTRACE-Doc\u63d0\u534713.46%\uff0c\u8bc1\u660e\u6846\u67b6\u80fd\u6709\u6548\u63d0\u5347\u591a\u8df3QA\u6027\u80fd\u3002
TRACE\u663e\u8457\u4f18\u4e8eIRCoT\uff08CoT\u65b9\u6cd5\u7684\u4ee3\u8868\uff09\uff0c\u8bf4\u660e\u201c\u77e5\u8bc6\u4e09\u5143\u7ec4+\u63a8\u7406\u94fe\u201d\u6bd4\u201c\u81ea\u7531\u751f\u6210CoT\u201d\u66f4\u53ef\u9760\uff08\u51cf\u5c11\u5e7b\u89c9\uff09\u3002<\/p>\n\n\n\n

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

\u6d88\u878d\u5b9e\u9a8c<\/p>\n\n\n\n

\u9a8c\u8bc1KG Generator\u7684\u5fc5\u8981\u6027\uff1a\u8bf4\u660e\u77e5\u8bc6\u4e09\u5143\u7ec4\u7684\u7ec6\u7c92\u5ea6\u8868\u8fbe\u80fd\u51cf\u5c11\u65e0\u5173\u4fe1\u606f\u5e72\u6270\u3002
\u9a8c\u8bc1Reasoning Chain Constructor\u7684\u5fc5\u8981\u6027\uff1a\u8bc1\u660e\u81ea\u56de\u5f52\u6784\u5efa\u63a8\u7406\u94fe\uff08\u9010\u6b65\u4f9d\u8d56\u5df2\u6709\u4e09\u5143\u7ec4\uff09\u80fd\u66f4\u7cbe\u51c6\u6574\u5408\u8bc1\u636e\u3002
\u9a8c\u8bc1Triple Ranker\/Triple Selector\u7684\u5fc5\u8981\u6027\uff1a\u53bb\u6389\u4efb\u4e00\u7ec4\u4ef6\u6027\u80fd\u4e0b\u964d\uff0c\u8bf4\u660e\u201c\u6392\u5e8f+\u9009\u62e9\u201d\u7684\u53cc\u9636\u6bb5\u8bbe\u8ba1\u662f\u63a8\u7406\u94fe\u8d28\u91cf\u7684\u5173\u952e\u3002<\/p>\n\n\n\n

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

Case Study<\/p>\n\n\n\n

\u5177\u4f53\u95ee\u9898\u7684\u63a8\u7406\u94fe\u793a\u4f8b\uff08\u5982\u201c\u7236\u4eb2\u51fa\u751f\u65e5\u671f\u201d\u95ee\u9898\uff0c\u5c55\u793a\u27e8Albert Einstein, father, Hermann Einstein\u27e9\u2192\u27e8Hermann Einstein, date of birth, 3 July 1814\u27e9\u7684\u63a8\u7406\u8fc7\u7a0b\u3002
\u4ece\u95ee\u9898\u51fa\u53d1\uff0c\u5148\u627e\u201c\u7236\u4eb2\u5173\u7cfb\u201d\uff0c\u518d\u627e\u201c\u7236\u4eb2\u51fa\u751f\u65e5\u671f\u201d\uff0c\u76f4\u89c2\u89e3\u91ca\u201c\u63a8\u7406\u94fe\u201d\u7684\u6784\u5efa\u903b\u8f91\u3002
\u5bf9\u6bd4\u201c\u6587\u6863\u5168\u6587\u201d\u4e0e\u201c\u63a8\u7406\u94fe\u201d\u7684\u5dee\u5f02\uff1a\u63a8\u7406\u94fe\u66f4\u7b80\u6d01\uff08token\u6570\u5c11\uff09\uff0c\u4f46\u80fd\u51c6\u786e\u56de\u7b54\u95ee\u9898\uff0c\u8bf4\u660e\u201c\u7cbe\u51c6\u8bc1\u636e\u201d\u6bd4\u201c\u5168\u6587\u201d\u66f4\u6709\u6548\u3002<\/p>\n\n\n\n

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

\u4e94\u3001\u8bba\u6587\u603b\u7ed3\u548c\u5bf9\u9f50\u601d\u8003<\/h2>\n\n\n\n

\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u9762\u5411RAG\u7684\u8bc1\u636e\u9a71\u52a8\u63a8\u7406\u94fe\u6784\u5efa\u6846\u67b6TRACE\uff0c\u901a\u8fc7\u4ece\u6587\u732e\u4e2d\u52a8\u6001\u6784\u5efa\u4efb\u52a1\u76f8\u5173\u7684\u5c40\u90e8\u77e5\u8bc6\u56fe\uff0c\u5e76\u4ee5\u663e\u5f0f\u63a8\u7406\u94fe\u7ea6\u675f\u751f\u6210\u8fc7\u7a0b\uff0c\u4ece\u800c\u63d0\u5347\u591a\u8df3\u63a8\u7406\u7684\u4e00\u81f4\u6027\u4e0e\u53ef\u9a8c\u8bc1\u6027\u3002
(1) \u8bc1\u636e\u7ea7\u63a8\u7406\u94fe\u5efa\u6a21\uff1a\u5c06\u63a8\u7406\u94fe\u4f5c\u4e3a\u4e00\u7b49\u7ed3\u6784\u5bf9\u8c61\uff0c\u4ece\u68c0\u7d22\u6587\u732e\u4e2d\u62bd\u53d6\u5b9e\u4f53\u2013\u5173\u7cfb\u4e8b\u5b9e\u5e76\u7ec4\u7ec7\u4e3a\u6709\u5e8f\u63a8\u7406\u94fe\uff0c\u66ff\u4ee3\u4f20\u7edf RAG \u7684\u5e73\u9762\u8bc1\u636e\u62fc\u63a5\uff1b
(2) \u4efb\u52a1\u9a71\u52a8\u7684\u5c40\u90e8\u77e5\u8bc6\u56fe\uff1a\u65e0\u9700\u5168\u5c40\u672c\u4f53\u6216\u9884\u5b9a\u4e49\u77e5\u8bc6\u56fe\uff0c\u4ec5\u57fa\u4e8e\u5f53\u524d\u4efb\u52a1\u4e0e\u68c0\u7d22\u7ed3\u679c\u52a8\u6001\u6784\u5efa\u8f7b\u91cf\u7ea7\u56fe\u7ed3\u6784\uff0c\u63d0\u5347\u9002\u914d\u6027\u4e0e\u53ef\u6269\u5c55\u6027\uff1b
(3) \u94fe\u5f0f\u8bc1\u636e\u7ea6\u675f\u751f\u6210\uff1a\u4ee5\u63a8\u7406\u94fe\u800c\u975e\u539f\u59cb\u6587\u672c\u4f5c\u4e3a\u751f\u6210\u6761\u4ef6\uff0c\u4f7f\u6a21\u578b\u6cbf\u8bc1\u636e\u652f\u6301\u7684\u903b\u8f91\u8def\u5f84\u63a8\u7406\uff0c\u964d\u4f4e\u5e7b\u89c9\u5e76\u589e\u5f3a\u63a8\u7406\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n

\u5bf9\u9f50\u601d\u8003<\/strong><\/p>\n\n\n\n

\u6280\u672f\u521b\u65b0\u2014\u2014\u903b\u8f91\u601d\u7ef4\u63a8\u7406\u6846\u67b6\uff1a\u5f53\u524d\u5b9e\u9a8c\u5c1a\u4e0d\u80fd\u533a\u5206\u6027\u80fd\u63d0\u5347\u6e90\u4e8e\u201c\u94fe\u5f0f\u7ed3\u6784\u201d\u8fd8\u662f\u201c\u56e0\u679c\u673a\u5236\u201d\u3002\u53d7 TRACE \u542f\u53d1\uff0c\u53ef\u5f15\u5165\u4e00\u4e2a\u5bf9\u7167\u57fa\u7ebf\uff1a\u4ec5\u4ece\u6587\u732e\u62bd\u53d6\u65e0\u56e0\u679c\u65b9\u5411\u7684\u4e8b\u5b9e\/\u673a\u5236\u94fe\uff08\u65e0\u56e0\u679c\u95e8\u63a7\u3001\u65e0\u53cd\u4e8b\u5b9e\u3001\u65e0\u4e00\u81f4\u6027\u9a8c\u8bc1\uff09\u3002\u82e5 MERICA \u663e\u8457\u4f18\u4e8e\u8be5\u57fa\u7ebf\uff0c\u5219\u8bc1\u660e\u5176\u4f18\u52bf\u6765\u81ea\u56e0\u679c\u7ea6\u675f\uff0c\u800c\u975e\u5355\u7eaf\u4f7f\u7528\u94fe\u7ed3\u6784\u3002
\u6280\u672f\u76ee\u6807\u2014\u2014\u8de8\u57df\u77e5\u8bc6\u7ed3\u6784\u5bf9\u6bd4\uff1aTRACE \u660e\u786e\u533a\u5206\u4e86\u201c\u8bc1\u636e\u5982\u4f55\u7ec4\u7ec7\u201d\u4e0e\u201c\u63a8\u7406\u662f\u5426\u56e0\u679c\u6709\u6548\u201d\uff1b\u5728\u6b64\u57fa\u7840\u4e0a\uff0cMERICA \u5c06\u4efb\u52a1\u4ece\u6784\u5efa\u53ef\u8bfb\u7684\u8bc1\u636e\u94fe\uff0c\u63a8\u8fdb\u5230\u751f\u6210\u53ef\u5e72\u9884\u3001\u53ef\u53cd\u4e8b\u5b9e\u9a8c\u8bc1\u7684\u56e0\u679c\u89e3\u91ca\u94fe\uff0c\u5b9e\u73b0\u4e86\u4ece\u4e2d\u897f\u533b\u77e5\u8bc6\u62fc\u63a5\u5230\u8de8\u57df\u56e0\u679c\u534f\u540c\u7684\u5347\u7ea7\u3002
\u573a\u666f\u529f\u80fd\u2014\u2014\u98df\u517b\u901a\uff1a\u5b9e\u9645\u5e94\u7528\u4e2d\u4ee5\u201c\u56e0\u679c\u94fe + \u8bc1\u636e\u6eaf\u6e90\u201d\u7684\u5f62\u5f0f\u5448\u73b0\u63a8\u8350\u903b\u8f91\uff0c\u4f7f\u7528\u6237\u7406\u89e3\u5176\u4e2a\u6027\u5316\u5065\u5eb7\u4e0e\u98df\u517b\u89e3\u91ca\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6765\u6e90\uff1aarXiv \u4f5c\u8005\uff1aJinyuan Fang\u3001 Zaiqiao Meng\u3001 Zaiqiao Meng\u7b49 \u5355 […]<\/p>\n","protected":false},"author":61,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4719","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4719","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\/61"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4719"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4719\/revisions"}],"predecessor-version":[{"id":4730,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4719\/revisions\/4730"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4719"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4719"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4719"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}