{"id":24243,"date":"2025-01-24T11:17:46","date_gmt":"2025-01-24T03:17:46","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=24243"},"modified":"2025-01-24T11:17:46","modified_gmt":"2025-01-24T03:17:46","slug":"%e4%b8%a4%e5%88%86%e9%92%9f%e5%ae%8c%e6%88%90%e8%ae%ba%e6%96%87%e8%b0%83%e7%a0%94%ef%bc%81bytedance-research%e6%8e%a8%e5%87%ba%e8%ae%ba%e6%96%87%e6%a3%80%e7%b4%a2%e6%99%ba%e8%83%bd%e4%bd%93pasa","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/01\/24\/24243\/","title":{"rendered":"\u4e24\u5206\u949f\u5b8c\u6210\u8bba\u6587\u8c03\u7814\uff01ByteDance Research\u63a8\u51fa\u8bba\u6587\u68c0\u7d22\u667a\u80fd\u4f53PaSa\uff0c\u8fdc\u8d85\u4e3b\u6d41\u68c0\u7d22\u5de5\u5177"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
\u5b66\u672f\u641c\u7d22\u662f\u4e00\u4e2a\u5177\u6709\u72ec\u7279\u6311\u6218\u7684\u4fe1\u606f\u68c0\u7d22\u573a\u666f\uff1a\u6d89\u53ca\u5927\u91cf\u4e13\u4e1a\u6027\u8f83\u5f3a\u7684\u957f\u5c3e\u77e5\u8bc6\uff0c\u8981\u6c42\u5168\u9762\u7684\u53ec\u56de\u80fd\u529b\uff0c\u5e76\u80fd\u591f\u652f\u6301\u7ec6\u7c92\u5ea6\u7684\u67e5\u8be2\u3002<\/div>\n
\n
\n

2025 \u88ab\u79f0\u4e3a Agent \u5143\u5e74\uff0c\u65b0\u5e74\u4f0a\u59cb\uff0cByteDance Research \u5c31\u63a8\u51fa\u4e86\u4e00\u6b3e\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u667a\u80fd\u4f53\u5e94\u7528\uff1a\u8bba\u6587\u68c0\u7d22\u667a\u80fd\u4f53\u3002\u5b83\u53ef\u4ee5\u6a21\u4eff\u4eba\u7c7b\u7814\u7a76\u8005\u8c03\u7528\u641c\u7d22\u5f15\u64ce\u3001\u770b\u8bba\u6587\u3001\u67e5\u53c2\u8003\u6587\u732e\u3002\u7e41\u7410\u5197\u957f\u7684\u8bba\u6587\u8c03\u7814\uff0c\u73b0\u5728\uff0c\u53ea\u9700\u8981\u4e24\u5206\u949f\u3002<\/p>\n

\u4ece\u4e8b\u79d1\u7814\u5de5\u4f5c\u7684\u4f60\uff0c\u60f3\u8981\u4e00\u4e2a\u5e2e\u4f60\u5c3d\u8c03\u8bba\u6587\u7684\u79d1\u7814\u5c0f\u52a9\u624b\u5417\uff1f<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u4f60\u662f\u5426\u66fe\u4e3a\u4e86\u5bfb\u627e\u67d0\u4e2a\u7814\u7a76\u4e3b\u9898\u7684\u76f8\u5173\u8bba\u6587\uff0c\u82b1\u8d39\u4e86\u5927\u91cf\u7684\u65f6\u95f4\u4e0e\u7cbe\u529b\uff1b\u6216\u8005\u5bf9\u67d0\u4e2a\u7814\u7a76\u60f3\u6cd5\u5145\u6ee1\u5174\u8da3\uff0c\u5374\u4e0d\u786e\u5b9a\u662f\u5426\u5df2\u6709\u7c7b\u4f3c\u7684\u7814\u7a76\uff0c\u6700\u7ec8\u8017\u8d39\u4e86\u5927\u91cf\u65f6\u95f4\u5728\u8c03\u7814\u4e0a\uff1f\u6700\u8fd1\uff0cByteDance Research \u7684\u7814\u7a76\u56e2\u961f\u63a8\u51fa\u4e86\u4e00\u6b3e\u5f3a\u5927\u7684\u5b66\u672f\u8bba\u6587\u68c0\u7d22\u5de5\u5177 \u2014\u2014PaSa\u3002\u7528\u6237\u53ea\u9700\u63d0\u51fa\u5173\u6ce8\u7684\u5b66\u672f\u95ee\u9898\uff0cPaSa \u5373\u53ef\u81ea\u52a8\u8c03\u7528\u641c\u7d22\u5f15\u64ce\uff0c\u6d4f\u89c8\u76f8\u5173\u8bba\u6587\u5e76\u8ffd\u8e2a\u5f15\u6587\u7f51\u7edc\uff0c\u7cbe\u51c6\u3001\u5168\u9762\u5730\u4e3a\u7528\u6237\u5448\u73b0\u6240\u6709\u76f8\u5173\u7684\u5b66\u672f\u8bba\u6587\uff0c\u53ea\u9700\u8981\u4e24\u5206\u949f\uff0c\u5c31\u53ef\u4ee5\u5b8c\u6210\u4e00\u6b21\u8be6\u5c3d\u7684\u5b66\u672f\u8c03\u7814\u3002<\/p>\n

\u5148\u6765\u770b\u770b PaSa \u7684\u6548\u679c\uff1a<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u7814\u7a76\u4eba\u5458\u5c06 PaSa \u4e0e\u4e00\u7cfb\u5217\u4e3b\u6d41\u68c0\u7d22\u5de5\u5177\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0c\u5305\u62ec Google, Google Scholar, Google+GPT-4o, ChatGPT\uff08\u914d\u5907\u68c0\u7d22\u80fd\u529b\u7684 GPT-4o\uff09, GPT-o1 \u4ee5\u53ca PaSa-GPT-4o\u3002\u5728\u5b66\u672f Query \u6d4b\u8bd5\u96c6\u4e0a\uff0cPaSa \u5927\u5e45\u8d85\u8d8a\u4e86\u5f53\u524d\u4e3b\u6d41\u68c0\u7d22\u5de5\u5177\uff1a\u4e0e Google \u76f8\u6bd4\uff0cPaSa-7b \u5728 Recall@20 \u548c Recall@50 \u4e0a\u5206\u522b\u63d0\u5347\u4e86 37.78% \u548c 39.90%\u3002\u4e0e\u57fa\u4e8e Prompt Engineering \u5b9e\u73b0\u7684 PaSa-GPT-4o \u76f8\u6bd4\uff0c\u7ecf\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684 PaSa-7b \u5728\u53ec\u56de\u7387\u4e0a\u63d0\u5347\u4e86 30.36%\uff0c\u51c6\u786e\u7387\u4e0a\u63d0\u5347\u4e86 4.25%.\u3002<\/p>\n

PaSa \u76ee\u524d\u5df2\u5f00\u653e\u8bd5\u7528\u3002\u540c\u65f6\uff0c\u7814\u7a76\u56e2\u961f\u516c\u5f00\u4e86\u8be6\u5c3d\u7684\u6280\u672f\u8bba\u6587\uff0c\u5e76\u4e00\u6b21\u6027\u5f00\u6e90\u4e86\u5168\u90e8\u7684\u6570\u636e\u3001\u4ee3\u7801\u548c\u6a21\u578b<\/strong>\uff1a<\/p>\n

\"\u56fe\u7247\"<\/p>\n

    \n
  • \u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2501.10120<\/li>\n
  • \u9879\u76ee\u4ed3\u5e93\uff1ahttps:\/\/github.com\/bytedance\/pasa<\/li>\n
  • PaSa \u4e3b\u9875\uff1ahttps:\/\/pasa-agent.ai<\/li>\n<\/ul>\n

    PaSa Agent \u6846\u67b6<\/h4>\n

    PaSa \u7684\u6838\u5fc3\u7ec4\u4ef6\u5305\u542b\u4e24\u4e2a LLM Agents\uff1aCrawler \u548c Selector\u3002Crawler \u901a\u8fc7\u81ea\u4e3b\u8c03\u7528\u641c\u7d22\u5de5\u5177\u3001\u9605\u8bfb\u8bba\u6587\u3001\u6269\u5c55\u53c2\u8003\u6587\u732e\uff0c\u4e0d\u65ad\u6536\u96c6\u4e0e\u7528\u6237 Query \u53ef\u80fd\u76f8\u5173\u7684\u5b66\u672f\u8bba\u6587\u3002Selector \u5219\u8d1f\u8d23\u7cbe\u8bfb Crawler \u627e\u5230\u7684\u6bcf\u4e00\u7bc7\u8bba\u6587\uff0c\u51b3\u5b9a\u5176\u662f\u5426\u6ee1\u8db3\u7528\u6237\u7684\u9700\u6c42\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    PaSa \u6846\u67b6\uff1aCrawler \u7684\u8bbe\u8ba1\u65e8\u5728\u6700\u5927\u5316\u76f8\u5173\u8bba\u6587\u7684\u53ec\u56de\u7387\uff0c\u800c Selector \u5219\u5f3a\u8c03\u7cbe\u786e\u6027\uff0c\u5373\u8bc6\u522b\u8bba\u6587\u662f\u5426\u7b26\u5408\u7528\u6237\u9700\u6c42\u3002<\/p>\n

    \u4e0b\u56fe\u5c55\u793a\u4e86\u4e00\u4e2a PaSa \u5904\u7406 User Query \u7684\u5177\u4f53\u6d41\u7a0b\uff1a<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    PaSa \u7684\u5de5\u4f5c\u6d41\u793a\u4f8b\uff1aCrawler \u53ef\u4ee5\u751f\u6210\u591a\u6837\u3001\u4e92\u8865\u7684\u641c\u7d22\u8bcd\u6267\u884c\u591a\u6b21\u641c\u7d22\u3002\u6b64\u5916\uff0cCrawler \u8fd8\u80fd\u591f\u8bc4\u4f30\u5176\u884c\u4e3a\u7684\u957f\u671f\u4ef7\u503c\uff0c\u4f8b\u5982\u5728\u591a\u6b65\u6269\u5c55\u5f15\u6587\u7f51\u7edc\u540e\uff0cCralwer \u80fd\u591f\u53d1\u73b0\u8bb8\u591a\u4e0e\u7528\u6237 Query \u76f8\u5173\u7684\u8bba\u6587\uff0c\u5373\u4f7f\u8def\u5f84\u4e2d\u7684\u4e2d\u95f4\u8bba\u6587\u5e76\u4e0d\u76f4\u63a5\u4e0e\u7528\u6237\u9700\u6c42\u5339\u914d\u3002<\/p>\n

    \u8bad\u7ec3\u4f18\u5316<\/h4>\n

    \u4e3a\u4e86\u8bad\u7ec3 PaSa\uff0c\u7814\u7a76\u56e2\u961f\u9996\u5148\u6784\u9020\u4e86\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u5b66\u672f\u7ec6\u7c92\u5ea6 Query \u6570\u636e\u96c6\uff1aAutoScholarQuery<\/strong>\u3002\u8be5\u6570\u636e\u96c6\u901a\u8fc7\u6536\u96c6\u4eba\u5de5\u667a\u80fd\u9886\u57df\u9876\u4f1a\uff08ICLR 2023\uff0cICML 2023\uff0cNeurIPS 2023\uff0cACL 2024\uff0cCVPR 2024\uff09\u53d1\u8868\u7684\u8bba\u6587\uff0c\u57fa\u4e8e\u6bcf\u7bc7\u8bba\u6587\u4e2d \u201cRelated Work\u201d \u90e8\u5206\u7684\u63cf\u8ff0\u53ca\u5176\u5f15\u7528\u7684\u76f8\u5173\u6587\u732e\uff0c\u751f\u6210\u5b66\u672f\u95ee\u9898\u548c\u5bf9\u5e94\u7684\u76f8\u5173\u8bba\u6587\u5217\u8868\u3002\u6700\u7ec8\uff0c\u6570\u636e\u96c6\u5305\u542b\u4e86 36k \u6570\u636e\uff0c\u6bcf\u6761\u6570\u636e\u5305\u542b\u4e00\u4e2a AI \u9886\u57df\u7684\u5b66\u672f\u95ee\u9898\u53ca\u76f8\u5173\u8bba\u6587\uff0c\u793a\u4f8b\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    AutoScholarQuery \u4e2d\u7684\u6570\u636e\u793a\u4f8b<\/p>\n

    \u5c3d\u7ba1 AutoScholarQuery \u7f3a\u4e4f\u4eba\u7c7b\u79d1\u5b66\u5bb6\u53d1\u73b0\u8bba\u6587\u7684\u8f68\u8ff9\u6570\u636e\uff0c\u4f46\u8be5\u6570\u636e\u96c6\u4ecd\u7136\u80fd\u591f\u652f\u6301\u5bf9 PaSa \u667a\u80fd\u4f53\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u3002\u5728 Crawler \u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u9762\u4e34\u4e24\u4e2a\u4e3b\u8981\u6311\u6218\uff1a\u5956\u52b1\u7a00\u758f\u6027\u548c\u8fc7\u957f\u7684\u884c\u52a8\u8f68\u8ff9\u3002\u4e3a\u4e86\u89e3\u51b3\u5956\u52b1\u7a00\u758f\u6027\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u5f15\u5165\u4e86 Selector \u4f5c\u4e3a\u8f85\u52a9\u5956\u52b1\u6a21\u578b\uff0c\u663e\u8457\u63d0\u5347\u4e86\u4f18\u5316\u6548\u679c\u3002\u6b64\u5916\uff0cCrawler \u5728\u4e00\u6b21\u6267\u884c\u4e2d\u53ef\u80fd\u6536\u96c6\u5230\u4e0a\u767e\u7bc7\u6587\u7ae0\uff0c\u5bfc\u81f4\u5b8c\u6574\u7684\u884c\u52a8\u8f68\u8ff9\u8fc7\u957f\uff0c\u65e0\u6cd5\u5b8c\u5168\u8f93\u5165\u5230 LLM \u7684\u4e0a\u4e0b\u6587\u4e2d\u3002\u4e3a\u6b64\uff0c\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684 session-level PPO \u7b97\u6cd5\uff0c\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002<\/p>\n

    Selector \u4e3b\u8981\u901a\u8fc7\u6a21\u4eff\u5b66\u4e60\u8fdb\u884c\u8bad\u7ec3\u3002Selector \u4f1a\u5148\u751f\u6210\u4e00\u4e2a Decision Token\uff0c\u51b3\u5b9a\u8bba\u6587\u662f\u5426\u7b26\u5408\u7528\u6237 Query \u7684\u9700\u8981\u3002\u540c\u65f6 Token Probability \u4e5f\u53ef\u4ee5\u4f5c\u4e3a\u76f8\u5173\u6027\u5206\u6570\u7528\u4e8e\u6700\u7ec8\u7ed3\u679c\u7684\u6392\u5e8f\u3002\u5728 Decision Token \u540e\uff0cSelector \u8fd8\u4f1a\u8f93\u51fa\u51b3\u7b56\u4f9d\u636e\u3002<\/p>\n

    Crawler \u548c Selector \u7684\u66f4\u591a\u8bad\u7ec3\u7ec6\u8282\u8be6\u89c1\u8bba\u6587\u3002<\/p>\n

    \u5b9e\u9a8c\u7ed3\u679c<\/h4>\n

    \u4e3a\u4e86\u9a8c\u8bc1 PaSa \u5728\u771f\u5b9e\u5b66\u672f\u641c\u7d22\u573a\u666f\u4e2d\u7684\u8868\u73b0\uff0c\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u4e2a\u8bc4\u6d4b\u96c6 \u2014\u2014RealScholarQuery\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u4e86 AI \u7814\u7a76\u8005\u63d0\u51fa\u7684\u771f\u5b9e\u5b66\u672f\u95ee\u9898\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u95ee\u9898\u4eba\u5de5\u6784\u5efa\u4e86\u5bf9\u5e94\u7684\u76f8\u5173\u8bba\u6587\u5217\u8868\u3002\u7814\u7a76\u56e2\u961f\u5728 AutoScholarQuery-test \u548c RealScholarQuery \u4e24\u4e2a\u8bc4\u6d4b\u96c6\u4e0a\uff0c\u5168\u9762\u5bf9\u6bd4\u4e86 PaSa \u4e0e baselines \u7684\u8868\u73b0\u3002<\/p>\n

    Baselines<\/strong><\/p>\n

      \n
    • Google\uff1a\u76f4\u63a5\u7528 Google \u641c\u7d22\u7528\u6237\u95ee\u9898<\/li>\n
    • Google Scholar\uff1a\u76f4\u63a5\u7528 Google Scholar \u641c\u7d22\u7528\u6237\u95ee\u9898<\/li>\n
    • Google with GPT-4o\uff1a\u9996\u5148 prompt GPT-4o \u6539\u5199\u7528\u6237\u95ee\u9898\u751f\u6210\u4e00\u4e2a\u66f4\u9002\u4e8e Google \u641c\u7d22\u7684\u95ee\u9898\uff0c\u7136\u540e\u4f7f\u7528 Google \u8fdb\u884c\u641c\u7d22<\/li>\n
    • ChatGPT\uff1a\u4e0a\u4f20\u7528\u6237\u95ee\u9898\u7ed9\u6709\u641c\u7d22\u529f\u80fd\u7684 GPT-4o\uff0c\u5e76\u6536\u96c6\u5b83\u7684\u751f\u6210\u7ed3\u679c<\/li>\n
    • GPT-o1\uff1a\u76f4\u63a5 prompt GPT-o1 \u6765\u5904\u7406\u7528\u6237\u95ee\u9898<\/li>\n
    • PaSa-GPT-4o\uff1a\u901a\u8fc7 prompt GPT-4o \u6a21\u62df Crawler \u548c Selector\uff0c\u6784\u6210 PaSa \u67b6\u6784 agent<\/li>\n<\/ul>\n

      PaSa<\/strong><\/p>\n

        \n
      • PaSa-7b\uff1a\u4f7f\u7528 Qwen2.5-7b-Instruct \u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7\u7279\u6b8a\u5956\u52b1\u6784\u9020\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684 Crawler \u548c Selector \u6784\u6210\u7684 agent<\/li>\n
      • PaSa-7b-ensemble\uff1a\u96c6\u6210\u591a\u6b21 Crawler \u7684\u641c\u7d22\u7ed3\u679c\uff0c\u63d0\u9ad8\u6700\u7ec8\u7684\u53ec\u56de\u91cf<\/li>\n<\/ul>\n

        \"\u56fe\u7247\"<\/p>\n

        \u5728 AutoScholarQuery \u6d4b\u8bd5\u96c6\u4e0a\uff0cPaSa-7b \u7684\u6548\u679c\u4f18\u4e8e\u5176\u4ed6\u6240\u6709\u7684\u57fa\u7ebf\u6a21\u578b\u3002\u4e0e\u6700\u5f3a\u7684\u57fa\u7ebf PaSa-GPT-4o \u76f8\u6bd4\uff0c\u5728\u51c6\u786e\u7387\u76f8\u5f53\u7684\u60c5\u51b5\u4e0b\uff0cPaSa-7b \u7684\u53ec\u56de\u7387\u63d0\u9ad8\u4e86 9.64%\uff0cCrawler \u53ec\u56de\u7387\u63d0\u9ad8\u4e86 3.66%\u3002\u548c Google \u641c\u7d22\u7684\u6700\u597d\u7ed3\u679c\u76f8\u6bd4\uff0cRecall@20\uff0cRecall@50 \u548c Recall@100 \u5206\u522b\u63d0\u5347\u4e86 33.80%\uff0c38.83% \u548c 42.64%\u3002\u6b64\u5916\uff0c\u96c6\u6210\u540e\u7684 PaSa-7b-ensemble \u6bd4 PaSa-7b \u7684\u53ec\u56de\u7387\u548c Crawler \u53ec\u56de\u7387\u80fd\u8fdb\u4e00\u6b65\u63d0\u9ad8 1.51% \u548c 3.44%\u3002<\/p>\n

        \u5728\u66f4\u63a5\u8fd1\u771f\u5b9e\u7684 RealScholarQuery \u4e0a\uff0cPaSa-7b \u7684\u63d0\u5347\u66f4\u52a0\u660e\u663e\u3002\u4e0e PaSa-GPT-4o \u76f8\u6bd4\uff0cPaSa-7b \u7684\u53ec\u56de\u7387\u63d0\u9ad8\u4e86 30.36%\uff0c\u7cbe\u786e\u7387\u63d0\u9ad8\u4e86 4.25%\u3002Google \u641c\u7d22\u7684\u6700\u597d\u7ed3\u679c\u76f8\u6bd4\uff0cRecall@20\uff0cRecall@50 \u548c Recall@100 \u5206\u522b\u63d0\u5347\u4e86 37.78%\uff0c39.90% \u548c 39.83%\u3002PaSa-7b-ensemble \u7684\u53ec\u56de\u7387\u548c Crawler \u53ec\u56de\u7387\u5206\u522b\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86 3.52% \u548c 4.32%\u3002<\/p>\n

        \u7ed3\u8bed<\/h4>\n

        \u5b66\u672f\u641c\u7d22\u662f\u4e00\u4e2a\u5177\u6709\u72ec\u7279\u6311\u6218\u7684\u4fe1\u606f\u68c0\u7d22\u573a\u666f\uff1a\u6d89\u53ca\u5927\u91cf\u4e13\u4e1a\u6027\u8f83\u5f3a\u7684\u957f\u5c3e\u77e5\u8bc6\uff0c\u8981\u6c42\u5168\u9762\u7684\u53ec\u56de\u80fd\u529b\uff0c\u5e76\u80fd\u591f\u652f\u6301\u7ec6\u7c92\u5ea6\u7684\u67e5\u8be2\u3002PaSa \u662f\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5168\u65b0\u8bba\u6587\u68c0\u7d22\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u7684\u641c\u7d22\u5de5\u5177\u8c03\u7528\u3001\u8bba\u6587\u9605\u8bfb\u4ee5\u53ca\u53c2\u8003\u6587\u732e\u67e5\u9605\u8fc7\u7a0b\uff0c\u80fd\u591f\u81ea\u4e3b\u9ad8\u6548\u5730\u5b8c\u6210\u8bba\u6587\u8c03\u7814\u8fd9\u4e00\u590d\u6742\u7684\u5de5\u4f5c\u3002<\/p>\n

        \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

        <\/div>\n

        <\/g><\/svg><\/i> \"Loading\"<\/p>\n

        <\/div>\n","protected":false},"excerpt":{"rendered":"

        \u5b66\u672f\u641c\u7d22\u662f\u4e00\u4e2a\u5177\u6709\u72ec\u7279\u6311\u6218\u7684\u4fe1\u606f\u68c0\u7d22\u573a\u666f\uff1a\u6d89\u53ca\u5927\u91cf\u4e13\u4e1a\u6027\u8f83\u5f3a\u7684\u957f\u5c3e\u77e5\u8bc6\uff0c\u8981\u6c42\u5168\u9762\u7684\u53ec\u56de\u80fd\u529b\uff0c\u5e76\u80fd\u591f\u652f\u6301\u7ec6\u7c92\u5ea6\u7684 […]<\/p>\n

        <\/div>\n

        <\/g><\/svg><\/i> \"Loading\"<\/p>\n

        <\/div>\n","protected":false},"author":56,"featured_media":24245,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,20,80,315],"tags":[124,880,820],"class_list":["post-24243","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-20","category-80","category-315","tag-ai","tag-880","tag-820"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/24243","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=24243"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/24243\/revisions"}],"predecessor-version":[{"id":24246,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/24243\/revisions\/24246"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/24245"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=24243"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=24243"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=24243"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}