{"id":5598,"date":"2026-09-22T16:29:07","date_gmt":"2026-09-22T08:29:07","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5598"},"modified":"2026-09-22T16:29:07","modified_gmt":"2026-09-22T08:29:07","slug":"202609-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-maps-advancing-multi-modal-reasoning-inexpert-level-physical-science","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202609-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-maps-advancing-multi-modal-reasoning-inexpert-level-physical-science\/","title":{"rendered":"202609 \u8bba\u6587\u7814\u8bfb-MAPS: ADVANCING MULTI-MODAL REASONING INEXPERT-LEVEL PHYSICAL SCIENCE"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aErle Zhu, Yadi Liu, Zhe Zhang, Xujun Li, Jin Zhou, Xinjie Yu, Minlie Huang, Hongning Wang<br>\u65f6\u95f4\uff1a2025<br>\u6765\u6e90\uff1aICLR 2025<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f<\/h2>\n\n\n\n<p>\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u5df2\u7ecf\u80fd\u591f\u5904\u7406\u56fe\u50cf\u95ee\u7b54\u3001\u56fe\u50cf\u63cf\u8ff0\u548c\u4e00\u822c\u7684\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\uff0c\u4f46\u4e00\u65e6\u95ee\u9898\u6d89\u53ca\u590d\u6742\u7684\u7269\u7406\u793a\u610f\u56fe\u3001\u7cbe\u786e\u7684\u6570\u503c\u8ba1\u7b97\u548c\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\uff0c\u6a21\u578b\u7684\u8868\u73b0\u4f1a\u660e\u663e\u4e0b\u964d\u3002\u7535\u8def\u5206\u6790\u5c31\u662f\u4e00\u4e2a\u5178\u578b\u4f8b\u5b50\uff1a\u6a21\u578b\u4e0d\u4ec5\u8981\u8bc6\u522b\u7535\u963b\u3001\u7535\u6e90\u3001\u53d7\u63a7\u6e90\u548c\u6d4b\u91cf\u6807\u8bb0\uff0c\u8fd8\u8981\u7406\u89e3\u5b83\u4eec\u4e4b\u95f4\u7684\u62d3\u6251\u8fde\u63a5\uff0c\u8bfb\u53d6\u56fe\u4e2d\u7684\u6570\u503c\u6216\u6807\u7b7e\uff0c\u5e76\u6839\u636e\u57fa\u5c14\u970d\u592b\u5b9a\u5f8b\u7b49\u77e5\u8bc6\u5b8c\u6210\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p>\u8fd9\u7c7b\u4efb\u52a1\u7684\u56f0\u96be\u53ef\u4ee5\u62c6\u6210\u4e24\u4e2a\u76f8\u4e92\u5173\u8054\u7684\u95ee\u9898\u3002\u7b2c\u4e00\u662f\u7269\u7406\u611f\u77e5\u9519\u8bef\uff1a\u6a21\u578b\u53ef\u80fd\u8ba4\u9519\u5143\u4ef6\u3001\u8bfb\u9519\u53c2\u6570\uff0c\u6216\u8005\u8bef\u5224\u7ebf\u8def\u8fde\u63a5\u5173\u7cfb\u3002\u7b2c\u4e8c\u662f\u7269\u7406\u5206\u6790\u9519\u8bef\uff1a\u5373\u4f7f\u56fe\u793a\u7406\u89e3\u6b63\u786e\uff0c\u6a21\u578b\u4ecd\u53ef\u80fd\u5728\u590d\u6742\u65b9\u7a0b\u63a8\u5bfc\u548c\u6570\u503c\u8ba1\u7b97\u4e2d\u4ea7\u751f\u5e7b\u89c9\uff0c\u7ed9\u51fa\u770b\u4f3c\u5408\u7406\u4f46\u4e0d\u7b26\u5408\u7269\u7406\u89c4\u5f8b\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u65b9\u6cd5\uff0c\u901a\u5e38\u8981\u6c42\u6a21\u578b\u5148\u751f\u6210\u4e00\u6bb5\u81ea\u7136\u8bed\u8a00\u89e3\u91ca\uff0c\u518d\u636e\u6b64\u63a8\u7406\u3002\u4f46\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7f3a\u4e4f\u4e25\u683c\u7684\u7269\u7406\u7ea6\u675f\uff0c\u6a21\u578b\u4ecd\u7136\u53ef\u80fd\u5728\u4e2d\u95f4\u6b65\u9aa4\u4e2d\u7f16\u9020\u5143\u4ef6\u5173\u7cfb\u6216\u8ba1\u7b97\u7ed3\u679c\u3002MAPS \u7684\u6838\u5fc3\u51fa\u53d1\u70b9\u662f\uff1a\u8ba9\u6a21\u578b\u5148\u628a\u50cf\u7d20\u5f62\u5f0f\u7684\u7269\u7406\u56fe\u793a\u8f6c\u6362\u6210\u4e00\u79cd\u53ef\u6267\u884c\u7684\u6a21\u62df\u8bed\u8a00\uff0c\u518d\u4ea4\u7ed9\u4e13\u4e1a\u7269\u7406\u6a21\u62df\u5668\u8ba1\u7b97\u72b6\u6001\u548c\u89c2\u6d4b\u503c\u3002\u8fd9\u6837\uff0c\u56fe\u793a\u7406\u89e3\u4e0e\u7269\u7406\u8ba1\u7b97\u88ab\u62c6\u5f00\uff0c\u6a21\u578b\u7684\u8bed\u8a00\u63a8\u7406\u7531\u6a21\u62df\u5668\u63d0\u4f9b\u53ef\u9760\u7684\u6570\u503c\u652f\u6491\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u8d21\u732e<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u51fa MAPS\u6846\u67b6\uff0c\u5c06\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u7269\u7406\u611f\u77e5\u6a21\u578b\u548c\u4e13\u4e1a\u6a21\u62df\u5668\u7ec4\u5408\u8d77\u6765\uff0c\u89e3\u51b3\u5e26\u590d\u6742\u7269\u7406\u56fe\u793a\u7684\u4e13\u5bb6\u7ea7\u79d1\u5b66\u63a8\u7406\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u8bbe\u8ba1 Physics Perception Model\uff08PPM\uff09\uff0c\u5c06\u50cf\u7d20\u7ea7\u7269\u7406\u56fe\u793a\u8f6c\u6362\u4e3a\u5f62\u5f0f\u5316\u3001\u53ef\u6267\u884c\u7684\u6a21\u62df\u8bed\u8a00\u63cf\u8ff0\u3002\u5728\u7535\u8def\u573a\u666f\u4e2d\uff0c\u8f93\u51fa\u8bed\u8a00\u662f SPICE \u7f51\u8868\u3002<\/li>\n\n\n\n<li>\u63d0\u51fa Chain-of-Simulation\uff08CoS\uff09\u63a8\u7406\u6d41\u7a0b\uff1a\u5148\u7531 PPM \u8bc6\u522b\u56fe\u793a\uff0c\u518d\u7531 MLLM \u7ed3\u5408\u9898\u5e72\u8865\u5168\u6a21\u62df\u63cf\u8ff0\uff0c\u968f\u540e\u8c03\u7528 NgSPICE \u5f97\u5230\u7269\u7406\u4eff\u771f\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>\u63d0\u51fa Simulation-Aided Reasoning\uff08SAR\uff09\uff0c\u5c06\u539f\u9898\u3001\u539f\u59cb\u56fe\u50cf\u3001\u6a21\u62df\u8bed\u8a00\u548c\u6a21\u62df\u7ed3\u679c\u4e00\u8d77\u63d0\u4f9b\u7ed9 MLLM\uff0c\u5e2e\u52a9\u6a21\u578b\u5b8c\u6210\u6700\u7ec8\u89e3\u91ca\u548c\u7b54\u6848\u63a8\u7406\u3002<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u81ea\u52a8\u5316\u5408\u6210\u6570\u636e\u7ba1\u7ebf\uff0c\u4ece\u56fe\u793a\u5e03\u5c40\u51fa\u53d1\u540c\u6b65\u751f\u6210\u50cf\u7d20\u56fe\u548c\u5bf9\u5e94\u6a21\u62df\u8bed\u8a00\uff0c\u7f13\u89e3\u79d1\u5b66\u9886\u57df\u771f\u5b9e\u914d\u5bf9\u6570\u636e\u7a00\u7f3a\u7684\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u65b9\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"441\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-45-1024x441.png\" alt=\"\" class=\"wp-image-5601\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-45-1024x441.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-45-300x129.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-45-768x331.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-45-1536x661.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-45.png 1566w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>MAPS \u5305\u542b\u4e24\u4e2a\u9636\u6bb5\uff1aPPM \u6784\u5efa\u9636\u6bb5\u548c\u63a8\u7406\u9636\u6bb5\u3002<\/p>\n\n\n\n<p>PPM \u6784\u5efa\u9636\u6bb5\u7684\u76ee\u6807\u662f\u8bad\u7ec3\u4e00\u4e2a\u4e13\u95e8\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u5c06\u7269\u7406\u56fe\u793a\u8f6c\u6362\u6210\u6a21\u62df\u8bed\u8a00\u3002\u63a8\u7406\u9636\u6bb5\u5219\u7531 PPM\u3001\u7269\u7406\u6a21\u62df\u5668\u548c MLLM \u534f\u540c\u5b8c\u6210\u3002\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a\u4e00\u6761\u4e09\u6bb5\u5f0f\u94fe\u8def\uff1a<\/p>\n\n\n\n<p><code>\u50cf\u7d20\u56fe\u793a -&gt; \u5f62\u5f0f\u5316\u7269\u7406\u63cf\u8ff0 -&gt; \u7cbe\u786e\u4eff\u771f\u7ed3\u679c -&gt; \u6700\u7ec8\u7b54\u6848<\/code><\/p>\n\n\n\n<p>\u5176\u4e2d\uff0cPPM \u8d1f\u8d23\u4ece\u89c6\u89c9\u8f93\u5165\u4e2d\u63d0\u53d6\u7269\u7406\u7ed3\u6784\uff0c\u6a21\u62df\u5668\u8d1f\u8d23\u6267\u884c\u7269\u7406\u89c4\u5f8b\uff0cMLLM \u8d1f\u8d23\u6574\u5408\u9898\u610f\u3001\u56fe\u793a\u548c\u4eff\u771f\u4fe1\u606f\u5e76\u751f\u6210\u6700\u7ec8\u56de\u7b54\u3002<\/p>\n\n\n\n<p>\u9996\u5148\u6839\u636e\u4eba\u5de5\u8bbe\u8ba1\u7684\u5206\u5e03\u751f\u6210\u7535\u8def\u56fe\u5e03\u5c40\uff0c\u518d\u5206\u522b\u8f6c\u6362\u4e3a LaTeX \u56fe\u50cf\u548c SPICE \u6a21\u62df\u8bed\u8a00\uff0c\u6784\u9020\u914d\u5bf9\u5408\u6210\u6570\u636e\u3002\u968f\u540e\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u5fae\u8c03\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u5f97\u5230\u7269\u7406\u611f\u77e5\u6a21\u578b\uff08PPM\uff09\uff0c\u7528\u4e8e\u5c06\u7535\u8def\u56fe\u8f6c\u6362\u4e3a SPICE \u63cf\u8ff0\u3002<\/p>\n\n\n\n<p><strong>\u63a8\u7406\u9636\u6bb5<\/strong><br>\u5bf9\u8f93\u5165\u7684\u7535\u8def\u9898\u76ee\uff0cPPM \u9996\u5148\u751f\u6210\u521d\u59cb SPICE \u63cf\u8ff0\uff0cMLLM \u518d\u7ed3\u5408\u9898\u76ee\u6587\u5b57\u8865\u5145\u5143\u4ef6\u53c2\u6570\u3002\u4e4b\u540e\u5c06\u5b8c\u6574\u7684 SPICE \u4ee3\u7801\u8f93\u5165 NgSPICE \u6a21\u62df\u5668\uff0c\u5f97\u5230\u7535\u538b\u3001\u7535\u6d41\u7b49\u4eff\u771f\u7ed3\u679c\u3002\u6700\u540e\uff0cMLLM \u7efc\u5408\u539f\u59cb\u9898\u76ee\u3001\u7535\u8def\u56fe\u3001SPICE \u63cf\u8ff0\u548c\u4eff\u771f\u7ed3\u679c\uff0c\u5b8c\u6210\u6700\u7ec8\u63a8\u7406\u5e76\u8f93\u51fa\u7b54\u6848\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h2>\n\n\n\n<p>\u8bba\u6587\u5728\u7535\u8def\u5206\u6790\u573a\u666f\u4e2d\u8fdb\u884c\u9a8c\u8bc1\u3002\u8bad\u7ec3\u6570\u636e\u662f\u81ea\u52a8\u751f\u6210\u7684 LPRC \u7535\u8def\u56fe\u548c SPICE \u914d\u5bf9\u6570\u636e\uff0c\u63a8\u7406\u9636\u6bb5\u4f7f\u7528\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PPM\uff1aCogVLM-17B\uff1b<\/li>\n\n\n\n<li>MLLM\uff1aGPT-4V\u3001Claude-3.5\u3001GLM-4V \u7b49\uff1b<\/li>\n\n\n\n<li>\u7269\u7406\u6a21\u62df\u5668\uff1aNgSPICE\uff1b<\/li>\n\n\n\n<li>\u8bc4\u6d4b\u96c6\uff1aSimpleCircuitEval\u3002<\/li>\n<\/ul>\n\n\n\n<p>SimpleCircuitEval \u4ece\u5927\u5b66\u7535\u8def\u6559\u6750\u524d\u56db\u7ae0\u4e2d\u6536\u96c6\u5e76\u7b5b\u9009\u51fa 79 \u9053\u9898\uff0c\u8986\u76d6\u7535\u8def\u5143\u4ef6\u4e0e\u57fa\u672c\u5b9a\u5f8b\u3001\u7b80\u5355\u7535\u963b\u7535\u8def\u5206\u6790\u3001\u7ebf\u6027\u7535\u963b\u7535\u8def\u7684\u4e00\u822c\u5206\u6790\u65b9\u6cd5\uff0c\u4ee5\u53ca\u590d\u6742\u62d3\u6251\u548c\u7535\u8def\u5b9a\u7406\u3002\u6bcf\u9053\u9898\u90fd\u6709\u660e\u786e\u7684\u6807\u51c6\u7b54\u6848\uff0c\u53ef\u4ee5\u76f4\u63a5\u8ba1\u7b97\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u4ece\u4e09\u4e2a\u89d2\u5ea6\u8bc4\u4f30 PPM\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>ACCCQ<\/code>\uff1a\u5143\u4ef6\u6570\u91cf\u548c\u7c7b\u578b\u662f\u5426\u5168\u90e8\u8bc6\u522b\u6b63\u786e\uff1b<\/li>\n\n\n\n<li><code>ACCCV<\/code>\uff1a\u5728\u5143\u4ef6\u8bc6\u522b\u6b63\u786e\u7684\u57fa\u7840\u4e0a\uff0c\u5143\u4ef6\u6570\u503c\u662f\u5426\u8bc6\u522b\u6b63\u786e\uff1b<\/li>\n\n\n\n<li><code>ACCsim<\/code>\uff1a\u751f\u6210\u7684 SPICE \u4e0e\u6807\u6ce8 SPICE \u662f\u5426\u4ea7\u751f\u4e00\u81f4\u7684\u4eff\u771f\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u5408\u6210\u6d4b\u8bd5\u96c6\u4e0a\uff0c\u6570\u503c\u578b\u7535\u8def\u7684 <code>ACCCQ<\/code> \u4e3a 99.2%\uff0c<code>ACCCV<\/code> \u4e3a 95.5%\uff0c<code>ACCsim<\/code> \u4e3a 85.4%\uff1b\u6807\u7b7e\u578b\u7535\u8def\u7684 <code>ACCCQ<\/code> \u4e3a 98.5%\u3002\u4f46\u5728\u771f\u5b9e\u7535\u8def\u56fe\u4e0a\uff0c\u6570\u503c\u578b\u7535\u8def\u7684 <code>ACCsim<\/code> \u53ea\u6709 53.3%\uff0c\u6807\u7b7e\u578b\u7535\u8def\u7684 <code>ACCCQ<\/code> \u53ea\u6709 80.0%\u3002\u8fd9\u8bf4\u660e\u5408\u6210\u6570\u636e\u8bad\u7ec3\u80fd\u591f\u5b66\u5230\u8f83\u597d\u7684\u7ed3\u6784\u8f6c\u6362\u80fd\u529b\uff0c\u4f46\u4ece\u5408\u6210\u56fe\u6cdb\u5316\u5230\u771f\u5b9e\u56fe\u4ecd\u7136\u5b58\u5728\u660e\u663e\u5dee\u8ddd\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">MAPS \u4e0e\u57fa\u7ebf\u6bd4\u8f83<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"385\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-46-1024x385.png\" alt=\"\" class=\"wp-image-5602\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-46-1024x385.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-46-300x113.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-46-768x289.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-46-1536x578.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-46.png 1562w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ece\u603b\u4f53\u51c6\u786e\u7387\u770b\uff0cMAPS \u5bf9 GPT-4V\u3001Claude-3.5 \u548c GLM-4V \u5206\u522b\u5e26\u6765\u7ea6 4.3 \u500d\u30014.0 \u500d\u548c 3.0 \u500d\u63d0\u5347\u3002\u63d0\u5347\u4e3b\u8981\u6765\u81ea\u4e24\u4e2a\u65b9\u9762\uff1a\u4e00\u662f PPM 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src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-47.png\" alt=\"\" class=\"wp-image-5603\" style=\"width:370px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-47.png 804w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-47-300x159.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/09\/image-47-768x407.png 768w\" sizes=\"auto, (max-width: 804px) 100vw, 804px\" \/><\/figure>\n\n\n\n<p>\u7ed3\u679c\u8bf4\u660e\uff0c\u6a21\u62df\u5668\u662f\u6574\u4e2a\u7cfb\u7edf\u4e2d\u6700\u5173\u952e\u7684\u90e8\u5206\u3002\u4ec5\u4fdd\u7559 SPICE \u63cf\u8ff0\u800c\u79fb\u9664\u4eff\u771f\u7ed3\u679c\u65f6\uff0c\u51c6\u786e\u7387\u4ece 55% \u964d\u5230 15%\uff1b\u5373\u4f7f\u8ba9 MLLM \u6839\u636e SPICE \u7f16\u5199 Python 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Zhu, Yadi Liu, Zhe Zhang, Xujun Li, Jin Zhou, X [&hellip;]<\/p>\n","protected":false},"author":72,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5598","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5598","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\/72"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=5598"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5598\/revisions"}],"predecessor-version":[{"id":5604,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5598\/revisions\/5604"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=5598"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=5598"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=5598"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}