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SJTU, Chuangzhi, and Ruijin Jointly Release CX-Mind: Chest X-ray Diagnosis Enters the Era of 'Verifiable Reasoning'

Shanghai Jiao Tong University, Shanghai Chuangzhi Institute, and Ruijin Hospital have unveiled CX-Mind, the first multimodal large model that transforms chest X-ray diagnosis into a verifiable reasoning chain. It achieves an average 25.1% improvement across three capability domains on 23 datasets and ranks first in all five evaluation dimensions by doctors on a real-world test set.

Source量子位Author: 听雨
SJTU, Chuangzhi, and Ruijin Jointly Release CX-Mind: Chest X-ray Diagnosis Enters the Era of 'Verifiable Reasoning'
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Key points

  • CX-Mind is the first model to turn chest X-ray diagnosis into a verifiable reasoning process.
  • It achieved state-of-the-art results across 23 datasets and real-world hospital tests.
  • Key innovations include interleaved reasoning, a large instruction dataset (CX-Set), and curriculum-based reinforcement learning with process rewards.
  • Doctors rated it highest in clinical relevance, logical coherence, evidence support, differential coverage, and explanation clarity.

Highlights and analysis are generated automatically and may contain errors. Check the original source.

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SJTU, Chuangzhi, and Ruijin Jointly Release CX-Mind: Chest X-ray Diagnosis Enters the Era of 'Verifiable Reasoning' | AI News Hub