CLR-voyance reformulates inpatient reasoning as POMDP with clinician-validated outcome rubrics, yielding an 8B model that outperforms larger frontier models on the authors' new benchmark.
arXiv preprint arXiv:2509.25534 , year=
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The paper frames rubrics as a recurring structured-criteria approach that decomposes holistic judgments at evaluative, training, and intrinsic levels in LLM research.
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CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics
CLR-voyance reformulates inpatient reasoning as POMDP with clinician-validated outcome rubrics, yielding an 8B model that outperforms larger frontier models on the authors' new benchmark.
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From Holistic Evaluation to Structured Criteria: Rubrics Across the Evolving LLM Landscape
The paper frames rubrics as a recurring structured-criteria approach that decomposes holistic judgments at evaluative, training, and intrinsic levels in LLM research.