Mathematical Reasoning on HMMT 2502
31Pass@1KVpop
Evaluation Results
| Method | Links | |
|---|---|---|
| KVpopModel=Qwen3 4B, Compression Ratio (CR)=75%2026.07 | 31 | |
| KVpopModel=Qwen3 8B, Compression Ratio (CR)=75%2026.07 | 31 | |
| KVpopmlpModel=Qwen3 8B, Compression Ratio (CR)=88%2026.07 | 31 | |
| KVpopModel=Qwen3 8B, Compression Ratio (CR)=88%2026.07 | 31 | |
| TeacherModel=Qwen3 4B, Compression Ratio (CR)=None2026.07 | 30 | |
| StreamLLM+Model=Qwen3 4B, Compression Ratio (CR)=75%2026.07 | 30 | |
| KVpopmlpModel=Qwen3 8B, Compression Ratio (CR)=75%2026.07 | 30 | |
| KVpopModel=Qwen3 4B, Compression Ratio (CR)=88%2026.07 | 30 | |
| KVpopmlpModel=Qwen3 4B, Compression Ratio (CR)=75%2026.07 | 29 | |
| TeacherModel=Qwen3 8B, Compression Ratio (CR)=None2026.07 | 28 | |
| TOVAModel=Qwen3 4B, Compression Ratio (CR)=75%2026.07 | 28 | |
| DMSModel=Qwen3 4B, Compression Ratio (CR)=75%2026.07 | 28 | |
| DMSModel=Qwen3 8B, Compression Ratio (CR)=75%2026.07 | 27 | |
| DMSModel=Qwen3 4B, Compression Ratio (CR)=88%2026.07 | 27 | |
| KVpopmlpModel=Qwen3 4B, Compression Ratio (CR)=88%2026.07 | 27 | |
| StreamLLM+Model=Qwen3 4B, Compression Ratio (CR)=88%2026.07 | 26 | |
| StreamLLM+Model=Qwen3 8B, Compression Ratio (CR)=75%2026.07 | 25 | |
| StreamLLMModel=Qwen3 4B, Compression Ratio (CR)=75%2026.07 | 24 | |
| DMSModel=Qwen3 8B, Compression Ratio (CR)=88%2026.07 | 22 | |
| TOVAModel=Qwen3 4B, Compression Ratio (CR)=88%2026.07 | 19 | |
| StreamLLM+Model=Qwen3 8B, Compression Ratio (CR)=88%2026.07 | 18 | |
| TOVAModel=Qwen3 8B, Compression Ratio (CR)=75%2026.07 | 15 | |
| StreamLLMModel=Qwen3 4B, Compression Ratio (CR)=88%2026.07 | 15 | |
| TOVAModel=Qwen3 8B, Compression Ratio (CR)=88%2026.07 | 9 | |
| StreamLLMModel=Qwen3 8B, Compression Ratio (CR)=75%2026.07 | 3 | |
| StreamLLMModel=Qwen3 8B, Compression Ratio (CR)=88%2026.07 | 3 |