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Logical Reasoning on Reasoning Gym Leg Counting

50.67AccuracyTokUR (EU)
25.013231.674138.33544.9959May 16, 2025

Evaluation results

MethodLinks
TokUR (EU)Base Model=Qwen-2.5-3B-Instruct2025.0550.6769.6651.27
TokUR (TU)Base Model=Qwen-2.5-3B-Instruct2025.0548.6769.5848.16
TokUR (AU)Base Model=Qwen-2.5-3B-Instruct2025.0548.6769.5147.69
CoT (Lower-Bound)Base Model=Qwen-2.5-3B-Instruct2025.0535——
Self-CertaintyBase Model=Qwen-2.5-3B-Instruct2025.053450.4632.88
LLBase Model=Qwen-2.5-3B-Instruct2025.0532.6737.9227.1
DeepConfBase Model=Qwen-2.5-3B-Instruct2025.053042.4828.96
PEBase Model=Qwen-2.5-3B-Instruct2025.052638.8727.44