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What innovations are included in the medical proficiency testing mechanism of Baichuan-M2-32B?

2025-08-25 402
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The innovation of the model's validation system is mainly reflected in:

  • Multi-dimensional assessment system: Construct a dynamic validation framework from 8 specialized dimensions, including medical accuracy, clinical relevance, and response completeness, each of which has been calibrated by medical experts
  • Patient SimulatorBuilt-in simulation system based on 100,000+ real cases, capable of generating virtual cases with chief complaint, medical history, and examination results for model testing.
  • Enhanced Learning Closure: Validation results are fed back to the training system to continuously optimize model performance through multi-stage RLHF (Reinforcement Learning with Human Feedback).

These mechanisms enable the model to reduce the error rate by 62% (based on internal test data) compared to the generalized model in scenarios such as diagnostic recommendations and treatment plan recommendations.

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