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Scientific Reasoning on GPQA (Accuracy, Gain, Speedup)

27AccuracyFull-step decoding
25.12825.61426.126.586Aug 27, 2025

Evaluation results

MethodLinks
Full-step decodingModel=Dream-7B-Instruct, Decoding Strategy=Full-step, Evaluation Setting=Zero-shot2025.0827——
ProphetModel=Dream-7B-Instruct, Decoding Strategy=Prophet, Evaluation Setting=Zero-shot2025.0826.6-0.41.66
ProphetModel=LLaDA-8B-Instruct, Decoding Strategy=Prophet, Evaluation Setting=Zero-shot2025.0825.70.51.82
Full-step decodingModel=LLaDA-8B-Instruct, Decoding Strategy=Full-step, Evaluation Setting=Zero-shot2025.0825.2——