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Scientific Reasoning on GPQA Diamond (pass@1, pass@5)

20.2Pass@1FA
11.276813.593415.9118.2266Oct 4, 2025

Evaluation results

MethodLinks
FABackbone=Llama-3.2-3B-Instruct, Synthetic Data Strategy=GUIDEDSAMPLING - Final Answer (FA)2025.1020.250.61
RSBackbone=Llama-3.2-3B-Instruct, Synthetic Data Strategy=Repeated Sampling2025.1018.1340.08
ToTBackbone=Llama-3.2-3B-Instruct, Synthetic Data Strategy=Tree-of-Thought2025.1016.7744.44
STaRBackbone=Llama-3.2-3B-Instruct, Synthetic Data Strategy=Self-Taught Reasoner2025.1016.6138.41
CAABackbone=Llama-3.2-3B-Instruct, Synthetic Data Strategy=GUIDEDSAMPLING - Concepts and Answer (CAA)2025.1015.6640.23
Base ModelBackbone=Llama-3.2-3B-Instruct2025.1011.6228.28