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Long-Context Generation on Qwen3 Context length 40K

5.37Throughput Speedup (α)SpecPV
2.42683.19093.9554.7191Dec 2, 2025

Evaluation results

MethodLinks
SpecPVModel Size=14B, Partial KV Cache Budget=4K2025.125.373.71
SpecPVModel Size=14B, Partial KV Cache Budget=2K2025.125.373.66
SpecPVModel Size=14B, Partial KV Cache Budget=8K2025.125.063.79
SpecPVModel Size=4B, Partial KV Cache Budget=2K2025.124.843.2
SpecPVModel Size=8B, Partial KV Cache Budget=4K2025.124.833.37
SpecPVModel Size=4B, Partial KV Cache Budget=4K2025.124.733.17
SpecPVModel Size=8B, Partial KV Cache Budget=2K2025.124.613.13
SpecPVModel Size=4B, Partial KV Cache Budget=8K2025.124.53.14
SpecPVModel Size=8B, Partial KV Cache Budget=8K2025.124.463.25
EAGLE3-YARNModel Size=14B2025.123.123.81
EAGLE3-YARNModel Size=8B2025.122.783.35
EAGLE3-YARNModel Size=4B2025.122.543.05