Mathematical Reasoning on UMath (Acc, SU, Thr.)
996ThresholdTop-k pruning
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Top-k pruningSystem setting=+ Top-k pruning2026.06 | 996 | — | — | |
| VANILLA + HARD-KVTop-p budget=0.60, Config=+ Ours2026.06 | 887 | 40.1 | 82 | |
| VANILLA + HARD-KVTop-p budget=0.90, Config=+ Ours2026.06 | 819 | 36.1 | 79.5 | |
| CUDA GraphSystem setting=+ CUDA Graph2026.06 | 748 | — | — | |
| SNAPKV + HARD-KVTop-p budget=0.60, Config=+ Ours2026.06 | 729 | 46 | 89.2 | |
| SNAPKV + HARD-KVTop-p budget=0.90, Config=+ Ours2026.06 | 726 | 46.5 | 84.3 | |
| Base SystemSystem setting=System Throughput Baseline2026.06 | 580 | — | — | |
| VANILLATop-p budget=0.90, Config=Base2026.06 | 329 | 44.5 | 46.6 | |
| SNAPKVTop-p budget=0.90, Config=Base2026.06 | 321 | 42 | 37.1 | |
| SNAPKVTop-p budget=0.60, Config=Base2026.06 | 319 | 30 | 21.1 | |
| VANILLATop-p budget=0.60, Config=Base2026.06 | 317 | 25.3 | 40.1 |