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General Reasoning on Hellaswag (Accuracy, Gain, Speedup)

81.9AccuracyProphet
68.17271.73675.378.864Aug 27, 2025

Evaluation results

MethodLinks
ProphetModel=Dream-7B-Instruct, Decoding Strategy=Prophet, Evaluation Setting=Zero-shot2025.0881.90.72.55
Full-step decodingModel=Dream-7B-Instruct, Decoding Strategy=Full-step, Evaluation Setting=Zero-shot2025.0881.2——
ProphetModel=LLaDA-8B-Instruct, Decoding Strategy=Prophet, Evaluation Setting=Zero-shot2025.0870.92.22.14
Full-step decodingModel=LLaDA-8B-Instruct, Decoding Strategy=Full-step, Evaluation Setting=Zero-shot2025.0868.7——