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ResearchFormerly WizWand

Code Generation on LiveCodeBench (Speedup, Avg Acceptance Length)

3.52SpeedupDEER
1.0761.71052.3452.9795Dec 17, 2025
Updated 8mo ago

Evaluation results

MethodLinks
DEERBase Model=Qwen3-30B-A3B, Temperature=0, KV Cache=true2025.123.524.62
DEERBackbone=Qwen3-30B-A3B, temperature=0.6, KV cache=true2025.123.244.09
DEERBase Model=Qwen2-7B, Temperature=0, KV Cache=true2025.123.064.96
DEERBackbone=Qwen2-7B, temperature=0.6, KV cache=true2025.122.844.39
DEERBase Model=Qwen3-14B, Temperature=0, KV Cache=true2025.122.734.31
DEERBase Model=Qwen3-4B, Temperature=0, KV Cache=true2025.122.674.63
DEERBase Model=Qwen3-8B, Temperature=0, KV Cache=true2025.122.674.27
DEERBackbone=Qwen3-14B, temperature=0.6, KV cache=true2025.122.533.93
EAGLE3Base Model=Qwen3-8B, Temperature=0, KV Cache=true2025.122.463.38
EAGLE3Backbone=Qwen2-7B, temperature=0.6, KV cache=true2025.122.392.91
EAGLE3Base Model=Qwen3-4B, Temperature=0, KV Cache=true2025.122.333.5
EAGLE3Base Model=Qwen3-14B, Temperature=0, KV Cache=true2025.122.33.48
EAGLE3Base Model=Qwen2-7B, Temperature=0, KV Cache=true2025.122.292.94
HydraBase Model=Qwen3-8B, Temperature=0, KV Cache=true2025.122.232.72
EAGLE3Base Model=Qwen3-30B-A3B, Temperature=0, KV Cache=true2025.122.143.01
DEERBackbone=Qwen3-4B, temperature=0.6, KV cache=true2025.122.144.25
HydraBase Model=Qwen3-4B, Temperature=0, KV Cache=true2025.122.082.54
EAGLE3Backbone=Qwen3-30B-A3B, temperature=0.6, KV cache=true2025.121.92.38
EAGLE3Backbone=Qwen3-4B, temperature=0.6, KV cache=true2025.121.792.51
EAGLE3Backbone=Qwen3-14B, temperature=0.6, KV cache=true2025.121.752.3
DEERBackbone=Qwen3-8B, temperature=0.6, KV cache=true2025.121.592.93
MEDUSABase Model=Qwen3-8B, Temperature=0, KV Cache=true2025.121.341.99
EAGLE3Backbone=Qwen3-8B, temperature=0.6, KV cache=true2025.121.332.42
MEDUSABase Model=Qwen3-4B, Temperature=0, KV Cache=true2025.121.171.89