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Mathematical Reasoning on GSM8K (Acc(%), Avg.Steps(n))

98.5Accuracy (%)

Univ. Self-Consistency

Updated 3d ago

Evaluation Results

Method	Links
Univ. Self-Consistency 2026.04		98.5	5.7
Best-of-N 2026.04		98	5.8
CRAFT 2026.04		98	5.5
Self-Aggregation 2026.04		96.6	8.2
CRAFT 2026.04		96	5.4
RAP 2026.04		95.8	8.9
Self-Consistency 2026.04		95.6	5.3
RAP 2026.04		95	5.9
Best-of-N 2026.04		94.8	19.4
Self-Refine 2026.04		93.2	5.8
Faithful CoT 2026.04		93.2	4.4
Self-Consistency 2026.04		93	17.9
Self-Aggregation 2026.04		93	11.3
Univ. Self-Consistency 2026.04		92	17.6
Tree-of-Thought 2026.04		91.8	6.5
Self-Refine 2026.04		91.4	19.1
Tree-of-Thought 2026.04		90.6	6.2
Faithful CoT 2026.04		90.2	7
Self-Eval Beam Search 2026.04		79	4.4
Self-Eval Beam Search 2026.04		37.8	2.2