MedSSR improves LLM medical reasoning on rare diseases by up to 5.93% through knowledge-enhanced question synthesis and semi-supervised RL with self-generated pseudo-labels.
- Elevated systolic/diastolic ratio indicates chronic placental insufficiency, which is often associated with poor outcomes if not addressed promptly
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Eliciting Medical Reasoning with Knowledge-enhanced Data Synthesis: A Semi-Supervised Reinforcement Learning Approach
MedSSR improves LLM medical reasoning on rare diseases by up to 5.93% through knowledge-enhanced question synthesis and semi-supervised RL with self-generated pseudo-labels.