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Scientific Reasoning on GPQA-D (test)

68.7AccuracyThink
25.12436.43747.7559.063Feb 7, 2026

Evaluation results

MethodLinks
ThinkBase Model=Qwen3-4B-Thinking-25072026.0268.79,041325.8
SpecExitBase Model=Qwen3-4B-Thinking-25072026.0268.77,011137
EAGLE3Base Model=Qwen3-4B-Thinking-25072026.0267.78,975212.2
NoThink*Base Model=Qwen3-4B-Thinking-25072026.0267.28,833276.8
DEERBase Model=Qwen3-4B-Thinking-25072026.0267.29,053505.2
SpecExitBase Model=DeepSeek-R1-Distill-Llama-8B2026.02466,849307.5
EAGLE3Base Model=DeepSeek-R1-Distill-Llama-8B2026.0243.98,749420.1
VanillaBase Model=DeepSeek-R1-Distill-Llama-8B2026.0243.68,857574
DEERBase Model=DeepSeek-R1-Distill-Llama-8B2026.0240.98,492521.5
NoThinkBase Model=DeepSeek-R1-Distill-Llama-8B2026.0226.81,200166.6