Mathematical Reasoning on GSM8K (Accuracy (%), Accuracy Gain (Δ), Speedup)
77.9AccuracyProphet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ProphetModel=LLaDA-8B-Instruct, Decoding Strategy=Prophet, Evaluation Setting=Zero-shot2025.08 | 77.9 | 0.8 | 1.63 | |
| Full-step decodingModel=LLaDA-8B-Instruct, Decoding Strategy=Full-step, Evaluation Setting=Zero-shot2025.08 | 77.1 | — | — | |
| Full-step decodingModel=Dream-7B-Instruct, Decoding Strategy=Full-step, Evaluation Setting=Zero-shot2025.08 | 75.3 | — | — | |
| ProphetModel=Dream-7B-Instruct, Decoding Strategy=Prophet, Evaluation Setting=Zero-shot2025.08 | 75.2 | -0.1 | 1.71 |