Mathematical Reasoning on GSM8K (accuracy, speedup)
89.6Accuracy (GSM8K)Diffusion (static)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Diffusion (static)Model Scale=SDAR-8B-Chat, Decoding Strategy=Diffusion (static)2026.03 | 89.6 | 1.4 | |
| S2D2 (config-A)Model Scale=SDAR-8B-Chat, Decoding Strategy=S2D2 (config-A)2026.03 | 89.6 | 2 | |
| ARModel Scale=SDAR-8B-Chat, Decoding Strategy=AR2026.03 | 89.3 | 1 | |
| Diffusion (dynamic)Model Scale=SDAR-8B-Chat, Decoding Strategy=Diffusion (dynamic)2026.03 | 89.3 | 2.6 | |
| Diffusion (static)Model Scale=SDAR-4B-Chat, Decoding Strategy=Diffusion (static)2026.03 | 89 | 1.4 | |
| Diffusion (dynamic)Model Scale=SDAR-4B-Chat, Decoding Strategy=Diffusion (dynamic)2026.03 | 88.9 | 2.7 | |
| ARModel Scale=SDAR-4B-Chat, Decoding Strategy=AR2026.03 | 88.5 | 1 | |
| S2D2 (config-B)Model Scale=SDAR-8B-Chat, Decoding Strategy=S2D2 (config-B)2026.03 | 88.3 | 3.8 | |
| S2D2 (config-A)Model Scale=SDAR-4B-Chat, Decoding Strategy=S2D2 (config-A)2026.03 | 87.5 | 3.7 | |
| S2D2 (config-B)Model Scale=SDAR-4B-Chat, Decoding Strategy=S2D2 (config-B)2026.03 | 87.4 | 4.3 | |
| Diffusion (static)Model Scale=SDAR-1.7B-Chat, Decoding Strategy=Diffusion (static)2026.03 | 77.9 | 1.7 | |
| S2D2 (config-A)Model Scale=SDAR-1.7B-Chat, Decoding Strategy=S2D2 (config-A)2026.03 | 77.4 | 2.3 | |
| Diffusion (dynamic)Model Scale=SDAR-1.7B-Chat, Decoding Strategy=Diffusion (dynamic)2026.03 | 77.2 | 2.7 | |
| ARModel Scale=SDAR-1.7B-Chat, Decoding Strategy=AR2026.03 | 76.3 | 1 | |
| S2D2 (config-B)Model Scale=SDAR-1.7B-Chat, Decoding Strategy=S2D2 (config-B)2026.03 | 73.8 | 4.3 |