{"id":4928,"date":"2026-05-18T15:00:05","date_gmt":"2026-05-18T07:00:05","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/05\/18\/%e4%b8%8a%e4%ba%a4x%e5%88%9b%e6%99%bax%e7%91%9e%e9%87%91%e8%81%94%e5%90%88%e5%8f%91%e5%b8%83cx-mind%ef%bc%9a%e8%83%b8%e7%89%87%e8%af%8a%e6%96%ad%e8%bf%9b%e5%85%a5%e5%8f%af%e9%aa%8c%e8%af%81\/"},"modified":"2026-05-18T15:00:05","modified_gmt":"2026-05-18T07:00:05","slug":"%e4%b8%8a%e4%ba%a4x%e5%88%9b%e6%99%bax%e7%91%9e%e9%87%91%e8%81%94%e5%90%88%e5%8f%91%e5%b8%83cx-mind%ef%bc%9a%e8%83%b8%e7%89%87%e8%af%8a%e6%96%ad%e8%bf%9b%e5%85%a5%e5%8f%af%e9%aa%8c%e8%af%81","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/05\/18\/%e4%b8%8a%e4%ba%a4x%e5%88%9b%e6%99%bax%e7%91%9e%e9%87%91%e8%81%94%e5%90%88%e5%8f%91%e5%b8%83cx-mind%ef%bc%9a%e8%83%b8%e7%89%87%e8%af%8a%e6%96%ad%e8%bf%9b%e5%85%a5%e5%8f%af%e9%aa%8c%e8%af%81\/","title":{"rendered":"\u4e0a\u4ea4x\u521b\u667ax\u745e\u91d1\u8054\u5408\u53d1\u5e03CX-Mind\uff1a\u80f8\u7247\u8bca\u65ad\u8fdb\u5165\u201c\u53ef\u9a8c\u8bc1\u63a8\u7406\u201d\u65f6\u4ee3"},"content":{"rendered":"<figure 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findings 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judgment\u8def\u7ebf\uff1a\u8f93\u5165\u5f71\u50cf\uff0c\u8f93\u51fa\u6807\u7b7e\u3001\u9009\u9879\u6216\u62a5\u544a\u3002<\/p>\n<p>\u5373\u4fbf\u5f15\u5165CoT\uff0c\u4e5f\u5e38\u5e38\u53d8\u6210\u4e00\u6574\u6bb5\u96be\u4ee5\u9a8c\u8bc1\u7684\u957f\u6587\u672c\u3002<\/p>\n<p>\u8fd9\u6837\u7684\u89e3\u91ca\u770b\u4f3c\u5b8c\u6574\uff0c\u5374\u5f88\u96be\u5224\u65ad\u54ea\u4e9b\u4e2d\u95f4\u6b65\u9aa4\u771f\u6b63\u6765\u81ea\u5f71\u50cf\uff0c\u54ea\u4e9b\u53ea\u662f\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u201c\u533b\u5b66\u53d9\u4e8b\u201d\u3002<\/p>\n<p>CX-Mind\u7684\u5173\u952e\u8bbe\u8ba1\u662finterleaved reasoning\u3002<\/p>\n<p>\u5728\u5c01\u95ed\u5f0f\u95ee\u9898\u4e2d\uff0c\u5b83\u9010\u9879\u8bc4\u4f30\u5019\u9009\u7b54\u6848\uff0c\u7ed9\u51fa\u4fdd\u7559\u6216\u6392\u9664\u7684\u8bc1\u636e\uff1b\u5728\u5f00\u653e\u5f0f\u95ee\u9898\u4e2d\uff0c\u5b83\u5148\u63d0\u51fa\u53ef\u80fd\u75be\u75c5\uff0c\u518d\u56f4\u7ed5\u6bcf\u4e00\u79cd\u75be\u75c5\u8fdb\u884c\u8bc1\u636e\u6838\u9a8c\uff0c\u6700\u540e\u5f62\u6210\u8bca\u65ad\u7ed3\u8bba\u3002<\/p>\n<p>\u8fd9\u79cd\u8f93\u51fa\u65b9\u5f0f\u66f4\u63a5\u8fd1\u771f\u5b9e\u9605\u7247\uff1a\u5148\u89c2\u5bdf\u5f81\u8c61\uff0c\u518d\u5f62\u6210\u5047\u8bbe\uff0c\u518d\u8fdb\u884c\u9274\u522b\uff0c\u6700\u540e\u5199\u51fa\u7ed3\u8bba\u3002<\/p>\n<p>\u8fd9\u9879\u5de5\u4f5c\u7684\u7a81\u7834\u6027\u4e0d\u5728\u4e8e\u201c\u8ba9\u6a21\u578b\u89e3\u91ca\u81ea\u5df1\u201d\uff0c\u800c\u5728\u4e8e\u8ba9\u89e3\u91ca\u6210\u4e3a\u8bad\u7ec3\u548c\u5956\u52b1\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u53ef\u89e3\u91ca\u6027\u4e0d\u518d\u662f\u4e8b\u540e\u9644\u52a0\u7684\u8bf4\u660e\uff0c\u800c\u662f\u6a21\u578b\u5b66\u4e60\u8bca\u65ad\u80fd\u529b\u65f6\u5fc5\u987b\u6ee1\u8db3\u7684\u7ed3\u6784\u7ea6\u675f\u3002<\/p>\n<p>\u8981\u8bad\u7ec3\u4e00\u4e2a\u771f\u6b63\u9762\u5411\u80f8\u7247\u8bca\u65ad\u7684\u5927\u6a21\u578b\uff0c\u4ec5\u9760\u75be\u75c5\u6807\u7b7e\u8fdc\u8fdc\u4e0d\u591f\u3002<\/p>\n<p>CX-Mind\u56e2\u961f\u6784\u5efa\u4e86\u5927\u89c4\u6a21\u80f8\u7247\u6307\u4ee4\u6570\u636e\u96c6CX-Set\u2014\u2014<\/p>\n<p>\u6574\u540823\u4e2a\u80f8\u7247\u76f8\u5173\u516c\u5f00\u6570\u636e\u96c6\uff0c\u5f62\u6210708,473\u5f20\u5f71\u50cf\u4e0e2,619,148\u6761\u6307\u4ee4\u6837\u672c\uff0c\u5e76\u8fdb\u4e00\u6b65\u6784\u5efa42,828\u6761\u7531\u771f\u5b9e\u653e\u5c04\u5b66\u62a5\u544a\u76d1\u7763\u7684\u9ad8\u8d28\u91cf\u4ea4\u9519\u5f0f\u63a8\u7406\u6837\u672c\u3002<\/p>\n<p>CX-Set\u7684\u8bbe\u8ba1\u9075\u5faa\u4e00\u4e2a\u6e05\u6670\u95ee\u9898\uff1a\u4e00\u4e2a\u80f8\u7247\u4e13\u5bb6\u5230\u5e95\u9700\u8981\u54ea\u4e9b\u80fd\u529b\uff1f<\/p>\n<p>\u8bba\u6587\u5c06\u5176\u62c6\u89e3\u4e3a\u4e09\u5927\u80fd\u529b\u57df\uff1a<\/p>\n<p>Visual Understanding\u7528\u4e8e\u75be\u75c5\u8bc6\u522b\u3001\u5355\u75c5\u5224\u65ad\u548c\u591a\u75c5\u5171\u5b58\u8bca\u65ad\uff1b<\/p>\n<p>Text Generation\u7528\u4e8efindings\u3001impression\u548csummary\uff1b<\/p>\n<p>Spatiotemporal Alignment\u7528\u4e8e\u5f71\u50cf-\u6587\u672c\u5339\u914d\u3001\u4f53\u4f4d\u8bc6\u522b\u3001\u75be\u75c5\u8fdb\u5c55\u5224\u65ad\u548c\u75c5\u7076\u5b9a\u4f4d\u3002<\/p>\n<p>\u56e0\u6b64\uff0cCX-Mind\u5b66\u5230\u7684\u4e0d\u53ea\u662f\u201c\u67d0\u4e2a\u6807\u7b7e\u662f\u5426\u5b58\u5728\u201d\uff0c\u800c\u662f\u4e00\u5957\u5b8c\u6574\u7684\u80f8\u7247\u8bca\u65ad\u5de5\u4f5c\u6d41\uff1a\u770b\u56fe\u3001\u5b9a\u4f4d\u3001\u6bd4\u8f83\u3001\u9274\u522b\u3001\u603b\u7ed3\u3001\u751f\u6210\u62a5\u544a\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u5b83\u76f8\u8f83\u4e8e\u5355\u70b9\u5206\u7c7b\u6a21\u578b\u66f4\u5177\u57fa\u7840\u6a21\u578b\u4ef7\u503c\u7684\u539f\u56e0\u3002<\/p>\n<p>\u533b\u5b66\u8bca\u65ad\u4efb\u52a1\u7684\u5f3a\u5316\u5b66\u4e60\u96be\u5ea6\u8fdc\u9ad8\u4e8e\u4e00\u822c\u9009\u62e9\u9898\u3002<\/p>\n<p>\u5f00\u653e\u5f0f\u7b54\u6848\u7a7a\u95f4\u590d\u6742\uff0c\u75be\u75c5\u53ef\u80fd\u5171\u5b58\uff0c\u533b\u5b66\u8868\u8fbe\u5b58\u5728\u591a\u79cd\u7b49\u4ef7\u5199\u6cd5\uff1b\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6700\u7ec8\u7b54\u6848\u6b63\u786e\u5e76\u4e0d\u4ee3\u8868\u4e2d\u95f4\u63a8\u7406\u53ef\u9760\u3002<\/p>\n<p>\u53ea\u5956\u52b1final answer\uff0c\u5bb9\u6613\u9020\u6210\u5956\u52b1\u7a00\u758f\u3001credit assignment\u56f0\u96be\u548c\u533b\u5b66\u5e7b\u89c9\u3002<\/p>\n<p>CX-Mind\u63d0\u51faCuRL-VPR\uff0c\u5373curriculum-based reinforcement learning with verifiable process rewards\u3002<\/p>\n<p>\u5b83\u7684\u610f\u601d\u662f\uff0c\u5148\u4ece\u7b80\u5355\u9898\u7ec3\u8d77\uff0c\u9010\u6b65\u52a0\u96be\uff1b\u8bad\u7ec3\u65f6\u4e0d\u53ea\u770b\u6700\u7ec8\u7b54\u6848\u5bf9\u4e0d\u5bf9\uff0c\u8fd8\u7528\u771f\u5b9e\u653e\u5c04\u79d1\u62a5\u544a\u6765\u6838\u67e5\u6bcf\u4e00\u6b65\u63a8\u7406\u662f\u5426\u6709\u5f71\u50cf\u8bc1\u636e\u652f\u6491\u3002<\/p>\n<p>\u6574\u4e2a\u8bad\u7ec3\u6d41\u7a0b\u5305\u62ec\u533b\u5b66\u6587\u672cwarm-up\u3001\u5927\u89c4\u6a21\u80f8\u7247\u6307\u4ee4\u5fae\u8c03\u3001\u4ea4\u9519\u5f0f\u63a8\u7406cold-start\uff0c\u4ee5\u53ca\u57fa\u4e8eGRPO\u7684\u8bfe\u7a0b\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n<p>\u5728\u5956\u52b1\u673a\u5236\u4e0a\uff0cCX-Mind\u540c\u65f6\u4f7f\u7528format reward\uff08\u683c\u5f0f\u5956\u52b1\uff09\u3001final-result reward\uff08\u6700\u7ec8\u7ed3\u679c\u5956\u52b1\uff09\u548cprocess reward\uff08\u8fc7\u7a0b\u5956\u52b1\uff09\u3002<\/p>\n<p>\u6a21\u578b\u4e0d\u4ec5\u9700\u8981\u8f93\u51fa\u683c\u5f0f\u6b63\u786e\u3001\u6700\u7ec8\u7b54\u6848\u6b63\u786e\uff0c\u8fd8\u9700\u8981\u8ba9\u4e2d\u95f4think-answer\u6b65\u9aa4\u4e0e\u771f\u5b9e\u653e\u5c04\u5b66\u62a5\u544a\u4e2d\u7684\u8bc1\u636e\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u5f3a\u5316\u5b66\u4e60\u4e0d\u518d\u53ea\u76ef\u7740\u7ec8\u70b9\uff0c\u800c\u662f\u5f00\u59cb\u5173\u6ce8\u8def\u5f84\u8d28\u91cf\u3002<\/p>\n<p>\u5bf9\u4e8e\u533b\u5b66\u573a\u666f\u800c\u8a00\uff0c\u8fd9\u4e00\u70b9\u6781\u5176\u5173\u952e\uff1a\u4e00\u4e2a\u6765\u81ea\u9519\u8bef\u8bc1\u636e\u7684\u6b63\u786e\u7ed3\u8bba\u4ecd\u7136\u4e0d\u53ef\u63a5\u53d7\uff0c\u4e00\u6bb5\u6ca1\u6709\u62a5\u544a\u8bc1\u636e\u652f\u6491\u7684\u89e3\u91ca\u4ecd\u7136\u53ef\u80fd\u662f\u5e7b\u89c9\u3002<\/p>\n<p>\u540c\u65f6\uff0cCX-Mind\u91c7\u7528closed-to-open\u8bfe\u7a0b\u5b66\u4e60\u7b56\u7565\uff1a\u5148\u5728\u4e8c\u5206\u7c7b\u548c\u9009\u62e9\u9898\u7b49\u5c01\u95ed\u5f0f\u4efb\u52a1\u4e0a\u5efa\u7acb\u7a33\u5b9a\u53ef\u9a8c\u8bc1\u5956\u52b1\uff0c\u518d\u8fc1\u79fb\u5230\u5f00\u653e\u5f0f\u8bca\u65ad\u4efb\u52a1\u3002<\/p>\n<p>\u8fd9\u79cd\u8bad\u7ec3\u8282\u594f\u66f4\u7b26\u5408\u4e34\u5e8a\u4efb\u52a1\u96be\u5ea6\u68af\u5ea6\uff0c\u4e5f\u8ba9\u5f00\u653e\u5f0f\u533b\u5b66\u63a8\u7406\u7684RL\u8fc7\u7a0b\u66f4\u7a33\u5b9a\u3002<\/p>\n<p>CX-Mind\u5728\u4e8c\u5206\u7c7b\u3001\u5355\u75be\u75c5\u8bc6\u522b\u3001\u591a\u75be\u75c5\u5171\u5b58\u8bc6\u522b\u548c\u5f00\u653e\u5f0f\u75be\u75c5\u8bc6\u522b\u4e2d\u6574\u4f53\u9886\u5148\u3002<\/p>\n<p>\u8bba\u6587\u663e\u793a\uff0c\u76f8\u6bd4\u80f8\u7247\u4e13\u7528\u6a21\u578b\uff0cCX-Mind\u5728\u4e09\u5927\u80fd\u529b\u57df\u4e0a\u53d6\u5f9725.1%\u5e73\u5747\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p>\u5728\u66f4\u63a5\u8fd1\u771f\u5b9e\u4e34\u5e8a\u7684\u590d\u6742\u4efb\u52a1\u4e2d\uff0c\u8fd9\u4e00\u4f18\u52bf\u66f4\u52a0\u660e\u663e\u3002<\/p>\n<p>\u5355\u75be\u75c5\u8bc6\u522b\u4efb\u52a1\u4e2d\uff0cCX-Mind\u76f8\u6bd4CheXagent\u548cChestX-Reasoner\u5e73\u5747\u63d0\u534719.5%\u548c21.0%\uff1b\u5728\u591a\u75c5\u5171\u5b58\u8bca\u65ad\u4e2d\uff0c\u76f8\u5e94\u63d0\u5347\u8fbe\u523063.5%\u548c21.2%\u3002<\/p>\n<p>\u8fd9\u8bf4\u660einterleaved reasoning\u7684\u4ef7\u503c\u4e0d\u53ea\u662f\u6539\u5584\u7b80\u5355\u5206\u7c7b\uff0c\u800c\u662f\u5728\u591a\u5f02\u5e38\u3001\u591a\u8bc1\u636e\u3001\u591a\u5019\u9009\u8bca\u65ad\u540c\u65f6\u5b58\u5728\u65f6\uff0c\u5e2e\u52a9\u6a21\u578b\u66f4\u7a33\u5b9a\u5730\u5b8c\u6210\u4e34\u5e8a\u9274\u522b\u3002<\/p>\n<p>\u25b3\u89c6\u89c9\u7406\u89e3\u8bc4\u6d4b<\/p>\n<p>\u4e34\u5e8a\u53ef\u7528\u7684\u80f8\u7247AI\u4e0d\u80fd\u53ea\u7ed9\u6807\u7b7e\uff0c\u8fd8\u9700\u8981\u628a\u5f71\u50cf\u53d1\u73b0\u8f6c\u5316\u4e3a\u89c4\u8303\u3001\u6e05\u6670\u3001\u53ef\u4fee\u6539\u7684\u533b\u5b66\u8bed\u8a00\u3002<\/p>\n<p>CX-Mind\u5728findings generation\u3001impression generation\u548cfindings summarization\u7b49\u4efb\u52a1\u4e2d\u53d6\u5f97SOTA\u8868\u73b0\u3002<\/p>\n<p>\u4e0eGPT-4o\u76f8\u6bd4\uff0cCX-Mind\u5728Finding Generation\u4efb\u52a1\u4e2dBERTScore\u9ad81.6%\u3001BLEU\u9ad87.6%\u3001ROUGE\u5e73\u5747\u9ad811.1%\u3002<\/p>\n<p>\u5728\u5e26indication\u7684Finding Generation\u4e2d\uff0cBERTScore\u3001BLEU \u548c ROUGE \u5e73\u5747\u5206\u522b\u9ad8\u51fa3.6%\u300121.7%\u548c22%\u3002<\/p>\n<p>\u5728Impression Generation\u4e0eImpression Generation with 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