{"id":40173,"date":"2025-04-17T01:02:47","date_gmt":"2025-04-16T17:02:47","guid":{"rendered":"https:\/\/17aitech.com\/?p=40173"},"modified":"2025-04-17T01:02:47","modified_gmt":"2025-04-16T17:02:47","slug":"jhu%e6%8f%90%e5%87%ba%e6%9c%80%e5%bc%batom%e6%96%b9%e6%b3%95%ef%bc%8cautotom%e6%a8%aa%e6%89%ab%e4%ba%94%e5%a4%a7%e5%9f%ba%e5%87%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40173","title":{"rendered":"JHU\u63d0\u51fa\u6700\u5f3aToM\u65b9\u6cd5\uff0cAutoToM\u6a2a\u626b\u4e94\u5927\u57fa\u51c6"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-16-6\" target=\"_blank\">JHU\u63d0\u51fa\u6700\u5f3aToM\u65b9\u6cd5\uff0cAutoToM\u6a2a\u626b\u4e94\u5927\u57fa\u51c6<\/a><\/p>\n<p data-pm-slice=\"0 0 []\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a9fbbd96e0b2339c23046b18d06878b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a9fbbd96e0b2339c23046b18d06878b8.png\"><\/a><\/p>\n<p data-pm-slice=\"0 0 []\"><strong>\u672c\u6587\u6709\u4e09\u4f4d\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\uff0c\u5206\u522b\u4e3a Zhining Zhang\uff08\u5f20\u82b7\u5b81\uff09\u3001Chuanyang Jin\uff08\u91d1\u5ddd\u6768\uff09\u3001Mung Yao Jia\u3002\u4ed6\u4eec\u5728\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b66 Social Cognitive AI Lab \u5171\u540c\u5b8c\u6210\u8fd9\u7bc7\u8bba\u6587\u3002\u672c\u6587\u7684\u6307\u5bfc\u8001\u5e08\u4e3a Tianmin Shu\uff08\u8212\u5929\u6c11\uff09\uff0c\u662f JHU Social Cognitive AI Lab \u7684\u4e3b\u4efb\u3002\u8be5\u5b9e\u9a8c\u5ba4\u81f4\u529b\u4e8e\u6784\u5efa\u80fd\u591f\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7406\u89e3\u3001\u63a8\u7406\u548c\u4e0e\u4eba\u7c7b\u4e92\u52a8\u7684\u793e\u4f1a\u667a\u80fd\u7cfb\u7edf\uff0c\u4ece\u800c\u63a8\u8fdb\u4ee5\u4eba\u4e3a\u4e2d\u5fc3\u7684 AI\u3002<\/strong><\/p>\n<p>\u5982\u4f55\u8ba9 AI \u50cf\u4eba\u4e00\u6837\u601d\u8003\uff1f\u5982\u4f55\u62e5\u6709\u50cf\u4eba\u4e00\u6837\u7684\u8ba4\u77e5\u80fd\u529b\u548c\u793e\u4f1a\u80fd\u529b\uff1f<\/p>\n<p>\u5fc3\u667a\u80fd\u529b\uff08Theory of Mind, ToM\uff09\u662f\u6307\u901a\u8fc7\u89c2\u5bdf\u4ed6\u4eba\u7684\u884c\u4e3a\u6765\u7406\u89e3\u4ed6\u4eec\u5185\u5fc3\u60f3\u6cd5\u7684\u80fd\u529b\uff0c\u8fd9\u4e00\u80fd\u529b\u5bf9\u5f00\u53d1\u5177\u5907\u793e\u4f1a\u667a\u80fd\u7684\u667a\u80fd\u4f53\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u6765\u81eaJHU \u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 AutoToM\uff0c\u4e00\u79cd\u5168\u81ea\u52a8\u3001\u5f00\u653e\u5f0f\u7684\u5fc3\u667a\u63a8\u7406\u65b9\u6cd5\u3002\u4f5c\u4e3a\u9996\u4e2a\u9762\u5411\u5f00\u653e\u573a\u666f\u7684 model-based ToM \u65b9\u6cd5\uff0c\u4ee5\u7c7b\u4f3c\u4eba\u7c7b\u7684\u601d\u7ef4\u6a21\u5f0f\uff0cAutoToM \u5728 5 \u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u90fd\u53d6\u5f97\u4e86\u6700\u597d\u6210\u7ee9\uff0c\u5e76\u5c55\u73b0\u51fa\u826f\u597d\u7684\u53ef\u6269\u5c55\u6027\u3001\u9c81\u68d2\u6027\u4ee5\u53ca\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3d635c9570f2bfb6106948a48aa6213f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3d635c9570f2bfb6106948a48aa6213f.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aAutoToM: Automated Bayesian Inverse Planning and Model Discovery for Open-ended Theory of Mind<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740:\u00a0https:\/\/arxiv.org\/abs\/2502.15676<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4e3b\u9875:\u00a0https:\/\/chuanyangjin.com\/AutoToM\/<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5730\u5740: https:\/\/github.com\/SCAI-JHU\/AutoToM<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u57fa\u4e8e\u6a21\u578b\u7684\u5fc3\u667a\u63a8\u7406<\/strong><\/p>\n<p>\u5f53\u524d\u5728\u5b9e\u73b0\u5fc3\u667a\u80fd\u529b\u7684\u63a8\u7406\u65b9\u9762\u4e3b\u8981\u6709\u4e24\u79cd\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6765\u63a8\u7406\u4ed6\u4eba\u7684\u5fc3\u7406\u72b6\u6001\u3002\u7136\u800c\uff0c\u5373\u4f7f\u4f7f\u7528\u4e86\u6362\u4f4d\u601d\u8003\u3001\u53d8\u5316\u8ffd\u8e2a\u548c\u65f6\u7a7a\u63a8\u7406\u7b49\u63d0\u793a\u7b56\u7565\uff0cLLM \u5728\u590d\u6742\u60c5\u5883\u4e2d\u4ecd\u7136\u4f1a\u51fa\u73b0\u7cfb\u7edf\u6027\u7684\u9519\u8bef\u3002<\/p>\n<\/li>\n<li>\n<p>\u91c7\u7528\u57fa\u4e8e\u6a21\u578b\u7684\u63a8\u7406\u65b9\u6cd5\u3002\u7279\u522b\u662f\u8d1d\u53f6\u65af\u9006\u5411\u89c4\u5212\uff08Bayesian Inverse Planning, BIP\uff09\u3002BIP \u5047\u8bbe agent \u4f1a\u6839\u636e\u4e00\u4e2a\u8d1d\u53f6\u65af\u5fc3\u667a\u6a21\u578b\uff08Bayesian Theory of Mind, BToM\uff09\u505a\u51fa\u7406\u6027\u884c\u4e3a\u3002\u8fd9\u4e2a\u6a21\u578b\u4f7f\u7528 MDP\u3001POMDP\u3001I-POMDP \u7b49\u7ed9\u5b9a\u6846\u67b6\u63cf\u8ff0 observation\u3001belief\u3001action\u3001goal \u7b49\u5fc3\u7406\u53d8\u91cf\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u6765\u6a21\u62df agent \u505a\u51fa\u884c\u4e3a\u7684\u8fc7\u7a0b\u3002BIP \u901a\u8fc7\u9006\u63a8\u8fd9\u4e2a\u751f\u6210\u8fc7\u7a0b\uff0c\u6765\u5224\u65ad\u54ea\u4e9b\u6f5c\u5728\u5fc3\u7406\u72b6\u6001\u53ef\u80fd\u5bfc\u81f4\u6211\u4eec\u89c2\u5bdf\u5230\u7684\u884c\u4e3a\u3002<\/p>\n<\/li>\n<\/ul>\n<p>JHU \u8be5\u56e2\u961f\u4e4b\u524d\u7684\u8bba\u6587\uff08ACL 2024 \u6770\u51fa\u8bba\u6587\u5956\uff09\u5c06 BIP \u548c LLM \u7ed3\u5408\uff0c\u4ee5\u5b9e\u73b0\u65e2\u5177\u53ef\u6269\u5c55\u6027\u53c8\u7a33\u5065\u7684\u6a21\u578b\u5316\u5fc3\u667a\u63a8\u7406\u3002\u8fd9\u7c7b\u65b9\u6cd5\u66f4\u52a0\u7a33\u5065\uff0c\u5728\u7279\u5b9a\u9886\u57df\u4e2d\u76f8\u8f83\u4e8e\u76f4\u63a5\u4f7f\u7528 LLM \u6709\u660e\u663e\u4f18\u52bf\uff0c\u4f46\u5b83\u4eec\u4f9d\u8d56\u7684\u662f\u56fa\u5b9a\u3001\u4eba\u5de5\u8bbe\u8ba1\u7684\u6a21\u578b\uff0c\u6ca1\u6709\u529e\u6cd5\u6cdb\u5316\u5230\u4e0d\u540c\u7684\u9886\u57df\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8595eb26ecc960e8a8f4bb481ba961b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8595eb26ecc960e8a8f4bb481ba961b9.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4e0d\u540c\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u793a\u4f8b\u95ee\u9898\u53ca\u5176\u6240\u9700\u7684 BToM \u6a21\u578b\u3002<\/sup><\/p>\n<p><strong>AutoToM\u00a0\u00a0<\/strong><strong>\u7b2c\u4e00\u4e2a\u9002\u5e94\u5f00\u653e\u573a\u666f\u7684 model-based ToM \u65b9\u6cd5<\/strong><\/p>\n<p>AutoToM \u5f15\u5165\u4e86\u4e00\u79cd\u5168\u65b0\u8303\u5f0f\u3002\u5b83\u662f\u4e00\u79cd\u5b8c\u5168\u81ea\u52a8\u5316\u3001\u5f00\u653e\u5f0f\u7684\u57fa\u4e8e\u6a21\u578b\u7684 ToM \u63a8\u7406\u65b9\u6cd5\u3002AutoToM \u5b9e\u73b0\u4e86\u5bf9\u8d1d\u53f6\u65af\u9006\u5411\u89c4\u5212\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u5305\u62ec\u6a21\u578b\u7ed3\u6784\u7684\u63d0\u51fa\u4e0e\u8c03\u6574\u3001\u5173\u952e\u65f6\u95f4\u70b9\u7684\u8bc6\u522b\u3001\u5047\u8bbe\u7684\u751f\u6210\u4ee5\u53ca\u8d1d\u53f6\u65af\u63a8\u7406\u7684\u6267\u884c\u3002<\/p>\n<p>\u5b83\u65e0\u9700\u4efb\u4f55\u9886\u57df\u77e5\u8bc6\uff0c\u53ef\u5728\u4efb\u610f\u60c5\u5883\u4e2d\u8fd0\u884c\uff0c\u80fd\u591f\u63a8\u65ad\u4efb\u4f55\u5fc3\u7406\u72b6\u6001\uff0c\u63a8\u7406\u6d89\u53ca\u4efb\u610f\u6570\u91cf\u7684\u667a\u80fd\u4f53\uff0c\u5e76\u652f\u6301\u4efb\u610f\u5c42\u7ea7\u7684\u9012\u5f52\u63a8\u7406\u3002\u8fd9\u4f53\u73b0\u4e86\u56e2\u961f\u5bf9\u4e00\u79cd\u5f00\u653e\u3001\u901a\u7528\u4e14\u7a33\u5065\u7684\u673a\u5668\u5fc3\u7406\u7406\u8bba\u7684\u613f\u666f\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a27b038b9d0ba0d5caa01a0a158eb84f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a27b038b9d0ba0d5caa01a0a158eb84f.png\"><\/a><\/section>\n<p><sup>AutoToM \u7684\u6d41\u7a0b\u56fe\u3002X \u662f\u5df2\u77e5\u7684\u53ef\u89c2\u6d4b\u53d8\u91cf\uff0cV \u662f\u6f5c\u5728\u7684\u5fc3\u7406\u53d8\u91cf\uff0cq \u8868\u793a\u95ee\u9898\u4e2d\u67e5\u8be2\u7684\u53d8\u91cf\u3002ts:t \u8868\u793a\u7528\u4e8e\u63a8\u7406\u7684\u4fe1\u606f\u6765\u81ea ts \u5230 t \u7684\u65f6\u95f4\u6bb5\u3002\u53d8\u91cf s\u3001o\u3001b\u3001a\u3001g \u5206\u522b\u8868\u793a state\u3001observation\u3001belief\u3001action\u3001goal\uff0c\u56fe\u4e2d\u7684\u5b9e\u7ebf\u7bad\u5934\u8868\u793a\u6a21\u578b\u4e2d\u5b83\u4eec\u7684\u4f9d\u8d56\u5173\u7cfb\u3002<\/sup><\/p>\n<p><strong>\u5168\u81ea\u52a8\u7684\u8d1d\u53f6\u65af\u9006\u5411\u89c4\u5212<\/strong><\/p>\n<p>\u7ed9\u5b9a\u4e00\u4e2a\u8d1d\u53f6\u65af\u5fc3\u667a\u7406\u8bba\u6a21\u578b\uff08BToM\uff09\u4e2d\uff0c\u6211\u4eec\u5f15\u5165\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4f5c\u4e3a\u8ba1\u7b97\u540e\u7aef\uff0c\u7528\u4e8e\u5b9e\u73b0\u8d1d\u53f6\u65af\u9006\u5411\u89c4\u5212\uff08BIP\uff09\u7684\u5404\u4e2a\u5173\u952e\u73af\u8282\u3002<\/p>\n<p><strong>\u5047\u8bbe\u91c7\u6837\uff08Hypothesis Sampling\uff09<\/strong><\/p>\n<p>\u4f20\u7edf\u7684 BIP \u65b9\u6cd5\u901a\u5e38\u4f9d\u8d56\u4eba\u4e3a\u8bbe\u5b9a\u7684\u5047\u8bbe\u7a7a\u95f4\uff0c\u4ee5\u53ca\u4e3a\u6bcf\u4e2a\u6f5c\u5728\u5fc3\u7406\u53d8\u91cf\u6307\u5b9a\u5177\u4f53\u7684\u5047\u8bbe\u8868\u793a\u65b9\u5f0f\u3002\u800c\u6211\u4eec\u7684\u5047\u8bbe\u91c7\u6837\u6a21\u5757\u5219\u5229\u7528 LLM\uff0c\u6839\u636e\u4e0a\u4e0b\u6587\u4e2d\u53ef\u89c2\u6d4b\u53d8\u91cf\u53ca\u5176\u53d6\u503c\uff0c\u751f\u6210\u4e00\u5c0f\u96c6\u5408\u7684\u9ad8\u8d28\u91cf\u5047\u8bbe\u3002\u968f\u540e\uff0c\u6211\u4eec\u8fd8\u4f1a\u901a\u8fc7\u5047\u8bbe\u7b5b\u9009\u673a\u5236\uff0c\u53bb\u9664\u4e0d\u592a\u53ef\u80fd\u7684\u5047\u8bbe\uff0c\u4ece\u800c\u538b\u7f29\u5047\u8bbe\u7a7a\u95f4\u3002<\/p>\n<p><strong>\u8d1d\u53f6\u65af\u63a8\u7406\uff08Bayesian Inference\uff09<\/strong><\/p>\n<p>\u6211\u4eec\u4f7f\u7528 LLM \u6765\u4f30\u8ba1 BToM 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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5728\u7ed9\u5b9a\u7684 BToM \u6a21\u578b\u4e0b\uff0cAutoToM \u8fdb\u884c\u5168\u81ea\u52a8\u7684\u8d1d\u53f6\u65af\u9006\u5411\u89c4\u5212\u3002<\/sup><\/p>\n<p><strong>\u5168\u81ea\u52a8\u7684\u6a21\u578b\u53d1\u73b0\u4e0e\u6539\u8fdb<\/strong><\/p>\n<p>\u4e4b\u524d\u7684\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u4eba\u5de5\u8bbe\u8ba1\u7684 BToM \u6a21\u578b\uff0c\u8fd9\u9650\u5236\u4e86\u5b83\u4eec\u5728\u7279\u5b9a\u9886\u57df\u5916\u7684\u9002\u7528\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cAutoToM 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AutoToM \u80fd\u591f\u5728\u4e0a\u4e0b\u6587\u4e2d\u53d1\u73b0\u76f8\u5173\u7684\u5386\u53f2\u4fe1\u606f\uff0c\u8fd9\u79cd\u80fd\u529b\u5bf9\u4e8e AutoToM \u5728\u957f\u4e0a\u4e0b\u6587\u73af\u5883\u4e2d\u6210\u529f\u8fdb\u884c\u5fc3\u7406\u7406\u8bba\u63a8\u7406\u5e76\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u81f3\u5173\u91cd\u8981\u3002\u4ece\u6700\u5c0f\u7684\u65f6\u95f4\u8303\u56f4\u5f00\u59cb\uff0c\u5982\u679c\u5728\u5f53\u524d\u7684\u65f6\u95f4\u8303\u56f4\u5185\uff0c\u53d8\u91cf\u8c03\u6574\u4ecd\u65e0\u6cd5\u663e\u8457\u63d0\u5347\u6a21\u578b\u6548\u7528\uff0c\u6211\u4eec\u4f1a\u8003\u8651\u52a0\u5165\u65b0\u7684\u65f6\u95f4\u8282\u70b9\u4ee5\u5f15\u5165\u66f4\u591a\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u5728\u8003\u8651\u65b0\u7684\u65f6\u95f4\u8282\u70b9\u540e\uff0c\u4f1a\u5728\u6b64\u57fa\u7840\u4e0a\u7ee7\u7eed\u6267\u884c\u53d8\u91cf\u8c03\u6574\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-338dfafba27cfe4f7159c8b21fa228a9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-338dfafba27cfe4f7159c8b21fa228a9.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0AutoToM \u901a\u8fc7\u5728\u53d8\u91cf\u8c03\u6574\u548c\u65f6\u95f4\u8282\u70b9\u8c03\u6574\u4e4b\u95f4\u4ea4\u66ff\u8fdb\u884c\uff0c\u81ea\u52a8\u4f18\u5316 BToM \u6a21\u578b\u3002<\/sup><\/p>\n<p><strong>\u81ea\u52a8\u9002\u5e94\u60c5\u5883\uff0c\u6a2a\u626b\u4e94\u5927\u57fa\u51c6\u6d4b\u8bd5<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u5728 ToMi\u3001BigToM\u3001MMToM-QA\u3001MuMA-ToM \u548c Hi-ToM 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e18077cd8b27d0e8b8157e7bc192b5e1.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 AutoToM \u53ca\u5176\u6d88\u878d\u65b9\u6cd5\u5728\u6240\u6709\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u5e73\u5747\u6b63\u786e\u7387\u4e0e\u8ba1\u7b97\u91cf\u3002<\/sup><\/p>\n<p><strong>\u603b\u7ed3\u548c\u5c55\u671b<\/strong><\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0cAutoToM \u662f\u4e00\u4e2a ToM \u63a8\u7406\u4efb\u52a1\u7684\u65b0\u9896\u6846\u67b6\u3002\u9762\u5bf9\u4efb\u4f55 ToM \u63a8\u7406\u95ee\u9898\uff0cAutoToM \u90fd\u53ef\u4ee5\u81ea\u52a8\u6784\u5efa\u4e00\u4e2a\u5408\u9002\u7684 BToM \u6a21\u578b\uff0c\u5e76\u501f\u52a9 LLM \u6267\u884c\u81ea\u52a8\u7684\u8d1d\u53f6\u65af\u9006\u5411\u89c4\u5212\u3002\u00a0<\/p>\n<p>AutoToM \u5728\u6240\u6709\u6d4b\u8bd5\u4e0a\u53d6\u5f97\u4e86\u6700\u597d\u7684\u7ed3\u679c\uff0c\u8fd9\u662f\u56e0\u4e3a BIP 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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 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