Mathematical Reasoning on MATH (test) (Accuracy + Throughput/Speed)
30.1AccuracyLLaDA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLaDAModel=LLaDA-Base, #Shots=4, Max generation length=2562026.01 | 30.1 | 5.06 | 1 | |
| Fast-dLLM (Prefix-Cache)Model=LLaDA-Base, #Shots=4, Max generation length=256, block size=32, parallel decoding=disabled2026.01 | 28.5 | 15.39 | 3.04 | |
| DKV-CacheModel=LLaDA-Base, #Shots=4, Max generation length=256, cache refresh interval=8, block size=322026.01 | 27.8 | 8.79 | 1.74 | |
| Window-DiffusionModel=LLaDA-Base, #Shots=4, Max generation length=256, external window length=64, internal window length=16, cache refresh interval=32, early stopping=disabled2026.01 | 26.2 | 25.93 | 5.12 | |
| Fast-dLLM (Dual-Cache)Model=LLaDA-Base, #Shots=4, Max generation length=256, block size=32, parallel decoding=disabled2026.01 | 25.5 | 18.37 | 3.63 |