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Mathematical Reasoning on GSM8K (test) (Acc, Tok, Lat)

95.3Accuracy (GSM8K)Think
52.97263.96174.9585.939Feb 7, 2026

Evaluation results

MethodLinks
ThinkBase Model=Qwen3-4B-Thinking-25072026.0295.31,414155.6
NoThink*Base Model=Qwen3-4B-Thinking-25072026.0295.21,631204.2
EAGLE3Base Model=Qwen3-4B-Thinking-25072026.0294.81,408140.3
DEERBase Model=Qwen3-4B-Thinking-25072026.0294.3960230.3
SpecExitBase Model=Qwen3-4B-Thinking-25072026.0293.864975.8
EAGLE3Base Model=DeepSeek-R1-Distill-Llama-8B2026.0279.3976276.9
VanillaBase Model=DeepSeek-R1-Distill-Llama-8B2026.0276.41,008629.4
SpecExitBase Model=DeepSeek-R1-Distill-Llama-8B2026.0275.3333112.6
DEERBase Model=DeepSeek-R1-Distill-Llama-8B2026.0274.7710484.8
NoThinkBase Model=DeepSeek-R1-Distill-Llama-8B2026.0254.623322.2