pith:3JQ23PTR
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs
HuatuoGPT-o1 reaches complex medical reasoning through verifier-guided training on 40,000 problems.
arxiv:2412.18925 v1 · 2024-12-25 · cs.CL · cs.AI · cs.LG
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Claims
HuatuoGPT-o1, trained with a two-stage approach of verifier-guided search for fine-tuning followed by RL with verifier rewards on only 40K verifiable medical problems, outperforms both general and medical-specific baselines.
A medical verifier can reliably and automatically determine the correctness of complex, multi-step reasoning outputs in medicine, despite the abstract noting that verifying medical reasoning is inherently challenging unlike in mathematics.
HuatuoGPT-o1 achieves superior medical complex reasoning by using a verifier to curate reasoning trajectories for fine-tuning and then applying RL with verifier-based rewards.
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| First computed | 2026-05-17T23:38:52.539220Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
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· · · · ·Agent API
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/3JQ23PTRKKM6QP4AAHQTDCNUMY \
| jq -c '.canonical_record' \
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Canonical record JSON
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