| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| LongBench | LLaMA3-8B | Average Score48.5 | 16 | 4d ago | |
| Qwen3 Context length (60K) | SpecPV | Throughput Speedup (α)5.89 | 12 | 4d ago | |
| Qwen3 Context length (50K) | SpecPV | Throughput Speedup (α)6.02 | 12 | 4d ago | |
| Qwen3 Context length 40K | SpecPV | Throughput Speedup (α)5.37 | 12 | 4d ago | |
| Qwen3 Context length 30K | SpecPV | Throughput Speedup (α)4.37 | 12 | 4d ago | |
| Qwen3 Context length 20K | SpecPV | Throughput Speedup (α)3.73 | 12 | 4d ago | |
| Qwen3 Context length 10K | SpecPV | Throughput Speedup (α)2.76 | 12 | 4d ago | |
| PG-19 60K context length | SpecPV-2K | Throughput Speedup (micro)6.29 | 6 | 4d ago | |
| PG-19 50K context length | SpecPV-2K | Throughput Speedup (micro)5.79 | 6 | 4d ago | |
| PG-19 40K context length | SpecPV-4K | Throughput Speedup (micro)5.46 | 6 | 4d ago | |
| PG-19 30K context length | SpecPV-2K | Throughput Speedup (micro)4.75 | 6 | 4d ago | |
| PG-19 20K context length | SpecPV-4K | Throughput Speedup (micro)4 | 6 | 4d ago | |
| PG-19 10K context length | SpecPV-4K | Throughput Speedup (micro-averaged)2.92 | 6 | 4d ago |