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Knowledge-based reasoning on MMLU High School History 1.0 (test)

92.83AccuracyQwQ-32B (Full COT)
46.019658.172370.32582.4777Aug 5, 2025

Evaluation results

MethodLinks
QwQ-32B (Full COT)Model=QwQ-32B, Pruning Level=None (Full COT)2025.0892.831,703.9
QwQ-32B (80%)Model=QwQ-32B, Pruning Level=80% step-entropy pruning2025.0892.831,683.9
QwQ-32B (90%)Model=QwQ-32B, Pruning Level=90% step-entropy pruning2025.0892.831,683.9
QwQ-32B (No Thinking)Model=QwQ-32B, Pruning Level=No Thinking (Complete elimination)2025.0891.14—
DeepSeek-R1-7B (80%)Pruning level=80%2025.0864.321,907.5
DeepSeek-R1-7BPruning level=Full COT2025.0861.742,054.3
DeepSeek-R1-7B (90%)Pruning level=90%2025.0861.741,936.2
DeepSeek-R1-7BPruning level=No Thinking2025.0847.82—