{"id":5209,"date":"2026-05-20T15:33:22","date_gmt":"2026-05-20T07:33:22","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5209"},"modified":"2026-05-20T15:36:27","modified_gmt":"2026-05-20T07:36:27","slug":"202605-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-medreason-eliciting-factual-medical-reasoning-steps-in-llmsvia-knowledge-graphs","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202605-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-medreason-eliciting-factual-medical-reasoning-steps-in-llmsvia-knowledge-graphs\/","title":{"rendered":"202605 \u8bba\u6587\u7814\u8bfb-MedReason: Eliciting Factual Medical Reasoning Steps in LLMsvia Knowledge Graphs"},"content":{"rendered":"\n<p>\u6765\u6e90\uff1aarXiv<\/p>\n\n\n\n<p>\u4f5c\u8005\uff1aJuncheng Wu, Wenlong Deng, Xingxuan Li \u7b49<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a\u52a0\u5dde\u5927\u5b66\u3001\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u3001\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u53ca\u7ebd\u7ea6\u5927\u5b66\u7b49<\/p>\n\n\n\n<p>\u53d1\u8868\u65f6\u95f4\uff1a 2025 \u5e744\u6708<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n<p>\u80cc\u666f\uff1a\u5f53\u524d\u533b\u5b66\u63a8\u7406\u4e2d\uff0cLLM\u751f\u6210\u7684\u63a8\u7406\u94fe\u5e38\u5305\u542b\u4e8b\u5b9e\u9519\u8bef\u6216\u903b\u8f91\u65ad\u88c2\uff0c\u56e0\u4e3a\u73b0\u6709\u65b9\u6cd5\u591a\u4f9d\u8d56LLM\u76f4\u63a5\u751f\u6210\uff0c\u7f3a\u4e4f\u5bf9\u63a8\u7406\u6b65\u9aa4\u7684\u4e8b\u5b9e\u7ea6\u675f\uff0c\u5bfc\u81f4\u63a8\u7406\u4e0d\u53ef\u9760\u3001\u4e0d\u53ef\u8ffd\u6eaf\uff0c\u96be\u4ee5\u6ee1\u8db3\u4e34\u5e8a\u5bf9\u53ef\u9a8c\u8bc1\u63a8\u7406\u7684\u9700\u6c42\u3002<br>\u6838\u5fc3\uff1a \u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u8bba\u6587\u63d0\u51fa MedReason \u6846\u67b6\uff0c\u521b\u65b0\u6027\u5730\u5229\u7528\u533b\u5b66\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff09\u4f5c\u4e3a\u4e8b\u5b9e\u6027\u5f15\u5bfc\u6e90\uff0c\u5c06\u81ea\u7531\u6587\u672c\u7684\u95ee\u7b54\u5bf9\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u63a8\u7406\u8def\u5f84\u3002\u901a\u8fc7\u5b9e\u4f53\u63d0\u53d6\u4e0e\u6620\u5c04\u3001KG \u8def\u5f84\u641c\u7d22\u4e0e\u4fee\u526a\u3001KG \u8def\u5f84\u5f15\u5bfc\u7684 CoT \u751f\u6210\uff0c\u4ee5\u53ca\u8d28\u91cf\u8fc7\u6ee4\uff0c\u786e\u4fdd\u63a8\u7406\u7684\u6bcf\u4e00\u6b65\u5747\u6e90\u81ea\u6743\u5a01\u533b\u5b66\u77e5\u8bc6\u4e14\u903b\u8f91\u8fde\u8d2f\uff0c\u4ece\u800c\u751f\u6210\u4e8b\u5b9e\u51c6\u786e\u3001\u903b\u8f91\u53ef\u67e5\u7684\u533b\u5b66\u63a8\u7406\u94fe\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u52a8\u673a\u548c\u75db\u70b9\u4ecb\u7ecd<\/h2>\n\n\n\n<p>\u75db\u70b9\uff1a\u65e0\u7ea6\u675f\u7684LLM\u63a8\u7406\u5bb9\u6613\u201c\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\u201d\uff0c\u9488\u5bf9\u75db\u70b9\u8868\u660e\uff1a\u533b\u7597\u63a8\u7406\u4e0d\u80fd\u4ec5\u9760LLM\u201c\u81ea\u7531\u53d1\u6325\u201d\uff0c\u5fc5\u987b\u5f15\u5165\u5916\u90e8\u77e5\u8bc6\u8fdb\u884c\u4e8b\u5b9e\u7ea6\u675f\u3002<br>\u5de6\u4fa7\uff1aGPT-4o\u751f\u6210\u7684CoT\uff08\u7ea2\u8272\u9ad8\u4eae\u5904\uff09\u5f97\u51fa\u4e86\u201c\u65e9\u671f\u4f7f\u7528\u7c7b\u56fa\u9187\u4e0d\u662fARDS\u7684\u9ad8\u6548\u7597\u6cd5\u201d\u7684\u9519\u8bef\u7ed3\u8bba\uff0c\u4e0e\u4e34\u5e8a\u6307\u5357\u76f8\u6096\u3002<br>\u53f3\u4fa7\uff1aMedReason\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u751f\u6210\u7684CoT\uff0c\u6bcf\u4e00\u6b65\u63a8\u7406\u90fd\u6709\u533b\u5b66\u4e8b\u5b9e\u652f\u6491\uff0c\u903b\u8f91\u94fe\u6761\u4e25\u8c28\u5bfc\u5411\u6b63\u786e\u7b54\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"216\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-38-1024x216.png\" alt=\"\" class=\"wp-image-5210\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-38-1024x216.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-38-300x63.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-38-768x162.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-38.png 1431w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u65b9\u6cd5\u6846\u67b6<\/h2>\n\n\n\n<p>\u5b9e\u4f53\u5bf9\u9f50\uff1a\u62bd\u53d6\u95ee\u7b54\u4e2d\u7684\u5b9e\u4f53\uff0c\u591a\u7ea7\u5339\u914d\u6620\u5c04\u5230KG\u8282\u70b9\uff08\u5982\u5c06\u201c\u53cc\u4fa7\u89c6\u795e\u7ecf\u76d8\u6c34\u80bf\u201d\u6620\u5c04\u5230\u201c\u89c6\u795e\u7ecf\u5f02\u5e38\u201d\uff09\u3002<br>\u5bfb\u8def\u4e0e\u526a\u679d\uff1a\u5728KG\u4e2d\u641c\u7d22\u95ee\u9898\u4e0e\u7b54\u6848\u5b9e\u4f53\u95f4\u7684\u6700\u77ed\u8def\u5f84\uff0c\u5e76\u5229\u7528LLM\u6839\u636e\u95ee\u9898\u4e0a\u4e0b\u6587\u526a\u53bb\u65e0\u5173\u8def\u5f84\uff08\u4fdd\u7559\u5982\u201c\u884c\u8d70\u56f0\u96be\u2192\u5171\u6d4e\u5931\u8c03\u2192\u9ad3\u6bcd\u7ec6\u80de\u7624\u201d\u7684\u5173\u952e\u94fe\u8def\uff09\u3002<br>\u811a\u624b\u67b6\u751f\u6210\uff1a\u5c06\u4fee\u526a\u540e\u7684\u8def\u5f84\u4f5c\u4e3a\u9aa8\u67b6\uff0c\u5f15\u5bfcLLM\u751f\u6210\u533b\u5b66\u903b\u8f91\u8fde\u8d2f\u7684CoT\u89e3\u91ca\u3002<br>\u8d28\u91cf\u8fc7\u6ee4\uff1a\u7528\u751f\u6210\u7684CoT\u91cd\u65b0\u56de\u7b54\u539f\u95ee\u9898\uff0c\u7b54\u9519\u5219\u76f4\u63a5\u4e22\u5f03\uff0c\u786e\u4fdd\u63a8\u7406\u95ed\u73af\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"897\" height=\"557\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-39.png\" alt=\"\" class=\"wp-image-5211\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-39.png 897w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-39-300x186.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-39-768x477.png 768w\" sizes=\"auto, (max-width: 897px) 100vw, 897px\" \/><\/figure>\n\n\n\n<p>\u6280\u672f\u7ec6\u8282\uff1a\u4e09\u7ea7\u5bb9\u9519\u7684\u5b9e\u4f53\u5bf9\u9f50\u7b97\u6cd5\u7528\u6765\u89e3\u51b3\u533b\u7597\u5b9e\u4f53\u53e3\u8bed\u5316\u4e0eKG\u6807\u51c6\u5316\u4e4b\u95f4\u7684\u9e3f\u6c9f\uff1a<br>Stage 1 \u7cbe\u786e\u5339\u914d\uff1a\u76f4\u63a5\u547d\u4e2d\uff08\u5982\u201c\u5934\u75db\u201d\uff09\u3002<br>Stage 2 \u76f8\u4f3c\u5ea6\u5339\u914d\uff1a\u4f59\u5f26\u76f8\u4f3c\u5ea6&gt;\u9608\u503c\u03c4\uff0c\u53d6\u6700\u76f8\u4f3c\uff08\u5982\u201c\u53cc\u4fa7\u89c6\u76d8\u80bf\u80c0\u201d\u2192\u201c\u89c6\u795e\u7ecf\u5f02\u5e38\u201d\uff09\u3002<br>Stage 3 LLM\u4e0a\u4e0b\u6587\u9009\u62e9\uff1a\u524d\u4e24\u6b65\u5931\u6548\u65f6\uff0c\u7ed3\u5408QA\u4e0a\u4e0b\u6587\u8ba9LLM\u4eceTop-K\u4e2d\u6289\u62e9\uff0c\u786e\u4fdd\u5bf9\u9f50\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"823\" height=\"568\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-41.png\" alt=\"\" class=\"wp-image-5213\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-41.png 823w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-41-300x207.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-41-768x530.png 768w\" sizes=\"auto, (max-width: 823px) 100vw, 823px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n<p>\u6d88\u878d\u5b9e\u9a8c\uff1a\u95ed\u73af\u9a8c\u8bc1\u662f\u63d0\u5347\u63a8\u7406\u80fd\u529b\u7684\u6838\u5fc3\uff0c\u4e0d\u4f7f\u7528\u8d28\u91cf\u8fc7\u6ee4 vs \u4f7f\u7528\u8d28\u91cf\u8fc7\u6ee4\u3002\u4fdd\u7559\u201c\u80fd\u91cd\u7b54\u6b63\u786e\u201d\u7684CoT\u6570\u636e\uff0c\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u5e73\u5747\u63d0\u53471.1%\u3002<br>\u542f\u793a\uff1a\u63a8\u7406\u6570\u636e\u7684\u903b\u8f91\u6b63\u786e\u6027\u6bd4\u5355\u7eaf\u7684\u89c4\u6a21\u66f4\u91cd\u8981\uff0c\u201c\u91cd\u7b54\u8fc7\u6ee4\u201d\u662f\u4fdd\u8bc1\u6570\u636e\u53ef\u9760\u6027\u7684\u5173\u952e\u9632\u7ebf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"167\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-42-1024x167.png\" alt=\"\" class=\"wp-image-5214\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-42-1024x167.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-42-300x49.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-42-768x125.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-42.png 1334w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u57fa\u4e8eMedReason\u5fae\u8c03\u7684\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u4e0a\u6301\u7eed\u8d85\u8d8a\u57fa\u7ebf\uff08\u5982Llama3.1\u5e73\u5747\u63d0\u53475.4%\uff0cDeepSeek-Distill\u63d0\u53477.7%\uff09\u3002\u8fbe\u5230SOTA\uff1aMedReason-8B\u57287-8B\u53c2\u6570\u91cf\u7ea7\u6a21\u578b\u4e2d\u53d6\u5f97\u6700\u4f18\uff0c\u5c24\u5176\u5728\u9ad8\u96be\u5ea6\u4e34\u5e8a\u63a8\u7406\u4efb\u52a1\u4e0a\u8d85\u8d8aHuatuo-o1-RL-8B\u3002\u77e5\u8bc6\u7ea6\u675f\u7684CoT\u6570\u636e\u80fd\u6709\u6548\u6fc0\u6d3bLLM\u7684\u533b\u5b66\u63a8\u7406\u6f5c\u80fd\uff0c\u51cf\u5c11\u5e7b\u89c9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"791\" height=\"359\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-43.png\" alt=\"\" class=\"wp-image-5215\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-43.png 791w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-43-300x136.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-43-768x349.png 768w\" sizes=\"auto, (max-width: 791px) 100vw, 791px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"282\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-44.png\" alt=\"\" class=\"wp-image-5216\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-44.png 692w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-44-300x122.png 300w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><\/figure>\n\n\n\n<p>\u5b9a\u6027\u6848\u4f8b\uff1a\u7cbe\u51c6vs\u53d1\u6563\u4e2d\u7ed3\u6784\u5316\u8def\u5f84\u5982\u4f55\u907f\u514d\u5e7b\u89c9\uff1f<br>DeepSeek\uff1a\u9891\u7e41\u56de\u7b54\u201c\u4e0d\u786e\u5b9a\u201d\uff08\u9ec4\u6846\uff09\uff0c\u7f3a\u4e4f\u63a8\u7406\u94fe\u6761\u3002<br>Huatuo\uff1a\u63a8\u7406\u81ea\u4fe1\u4f46\u4f9d\u8d56\u9519\u8bef\u533b\u5b66\u77e5\u8bc6\uff08\u7ea2\u6846\uff09\uff0c\u5bfc\u81f4\u8bef\u8bca\u3002<br>MedReason\uff1a\u4e25\u683c\u6cbf\u201c\u75c7\u72b6\u2192\u75c5\u7406\u2192\u8bca\u65ad\u201d\u7684KG\u8def\u5f84\u63a8\u5bfc\uff08\u7eff\u6846\uff09\uff0c\u903b\u8f91\u7d27\u51d1\uff0c\u7ed3\u8bba\u51c6\u786e<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"888\" height=\"585\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-45.png\" alt=\"\" class=\"wp-image-5217\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-45.png 888w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-45-300x198.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-45-768x506.png 768w\" sizes=\"auto, (max-width: 888px) 100vw, 888px\" \/><\/figure>\n\n\n\n<p>\u4e34\u5e8a\u4e13\u5bb6\u76f2\u8bc4\uff1a\u5168\u79d1\u5ba4\u78be\u538b\u5f0f\u80dc\u51fa\u30027\u4e2a\u4e0d\u540c\u79d1\u5ba4\u6267\u4e1a\u533b\u751f\u5bf9MedReason vs Huatuo\u8fdb\u884c\u76f2\u8bc4\u3002\u6d88\u5316\u5185\u79d1\u504f\u597d\u5ea6\u8fbe100%\uff0c\u76ae\u80a4\u79d1\/\u80bf\u7624\u79d1\u8d8580%\u3002MedReason\u4e0d\u4ec5\u673a\u5668\u6307\u6807\u597d\uff0c\u66f4\u662f\u771f\u5b9e\u533b\u751f\u773c\u4e2d\u6700\u53ef\u9760\u3001\u6700\u6613\u7406\u89e3\u7684\u533b\u5b66\u63a8\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"213\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-46-1024x213.png\" alt=\"\" class=\"wp-image-5218\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-46-1024x213.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-46-300x62.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-46-768x160.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-46.png 1390w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 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class=\"wp-block-heading\">\u516d\u3001\u5bf9\u9f50\u601d\u8003<\/h2>\n\n\n\n<p>\u6280\u672f\u521b\u65b0\u2014\u2014\u903b\u8f91\u601d\u7ef4\u63a8\u7406\u6846\u67b6\uff1a\u540e\u7eed\u53ef\u4ee5\u628a\u8de8\u57df\u56e0\u679c\u94fe\u8fdb\u4e00\u6b65\u5347\u7ea7\u4e3a\u201c\u5206\u9636\u6bb5\u63a8\u7406\u6846\u67b6\u201d\uff0c\u4e0d\u53ea\u662f\u751f\u6210\u4e00\u6761\u878d\u5408\u94fe\uff0c\u800c\u662f\u6309\u75be\u75c5\u8bc6\u522b\u3001\u673a\u5236\u6865\u63a5\u3001\u5e72\u9884\u4f20\u5bfc\u3001\u7ed3\u679c\u9a8c\u8bc1\u7b49\u6b65\u9aa4\u9010\u5c42\u63a8\u8fdb\uff0c\u5e76\u5728\u6bcf\u4e00\u9636\u6bb5\u52a0\u5165\u53ef\u9a8c\u8bc1\u7ea6\u675f\uff0c\u4f7f\u8de8\u57df\u63a8\u7406\u4ece\u9759\u6001\u878d\u5408\u8d70\u5411\u52a8\u6001\u3001\u53ef\u5206\u89e3\u7684\u903b\u8f91\u63a8\u6f14\u3002<br>\u6280\u672f\u76ee\u6807\u2014\u2014\u8de8\u57df\u77e5\u8bc6\u7ed3\u6784\u5bf9\u6bd4\uff1a\u540e\u7eed\u4e0d\u4ec5\u8981\u5efa\u7acb\u7ecf\u7edc\u57df\u4e0e\u514d\u75ab\u57df\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u8fd8\u53ef\u4ee5\u8fdb\u4e00\u6b65\u8bc6\u522b\u4e24\u7c7b\u77e5\u8bc6\u5728\u75be\u75c5\u89e3\u91ca\u4e2d\u7684\u201c\u7ed3\u6784\u5dee\u5f02\u533a\u201d\u548c\u201c\u9ad8\u4e00\u81f4\u533a\u201d\uff0c\u5f62\u6210\u8de8\u57df\u77e5\u8bc6\u7ed3\u6784\u5bf9\u6bd4\u673a\u5236\uff0c\u7528\u4e8e\u5224\u65ad\u54ea\u4e9b\u8de8\u57df\u8fde\u63a5\u66f4\u53ef\u9760\u3001\u54ea\u4e9b\u8fde\u63a5\u4ecd\u5b58\u5728\u8bed\u4e49\u65ad\u5c42\uff0c\u4ece\u800c\u63d0\u5347\u878d\u5408\u8fc7\u7a0b\u7684\u7cbe\u7ec6\u5ea6\u3002\u3002<br>\u573a\u666f\u529f\u80fd\u2014\u2014\u98df\u517b\u901a\uff1a\u98df\u517b\u901a\u540e\u7eed\u53ef\u4ee5\u4ece\u201c\u8f93\u51fa\u5efa\u8bae\u201d\u8fdb\u4e00\u6b65\u6269\u5c55\u5230\u201c\u5c55\u793a\u5efa\u8bae\u4f9d\u636e\u201d\uff0c\u589e\u52a0\u8bc1\u636e\u5f3a\u5f31\u548c\u51b2\u7a81\u63d0\u793a\uff0c\u4ece\u800c\u63d0\u5347\u7cfb\u7edf\u7684\u53ef\u89e3\u91ca\u6027\u4e0e\u5e94\u7528\u53ef\u4fe1\u5ea6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6765\u6e90\uff1aarXiv \u4f5c\u8005\uff1aJuncheng Wu, Wenlong Deng, Xingxuan Li \u7b49 \u5355\u4f4d [&hellip;]<\/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-5209","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5209","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=5209"}],"version-history":[{"count":2,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5209\/revisions"}],"predecessor-version":[{"id":5220,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5209\/revisions\/5220"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=5209"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=5209"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=5209"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}