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Code Generation on HumanE

85.2Accuracy

Denser

Updated 21d ago

Evaluation Results

Method	Links
Denser 2025.12		85.2
Process Supervision 2025.12		84.8
Reflection-CoT 2025.12		84.2
Denser 2025.12		83.6
Self-Verification 2025.12		83.1
Tree-of-Thought 2025.12		83
Process Supervision 2025.12		82.7
Self-Consistency 2025.12		82.4
Reflection-CoT 2025.12		82.1
Think-to-Think 2025.12		81.7
Self-Verification 2025.12		81.4
Tree-of-Thought 2025.12		80.9
Self-Consistency 2025.12		80.3
Chain-of-Thought 2025.12		79.7
Think-to-Think 2025.12		79.6
Denser 2025.12		79.1
Process Supervision 2025.12		78.5
Reflection-CoT 2025.12		77.9
Chain-of-Thought 2025.12		77.8
Denser 2025.12		77.3
Self-Verification 2025.12		76.9
Tree-of-Thought 2025.12		76.8
Denser 2025.12		76.8
Process Supervision 2025.12		76.3
Self-Consistency 2025.12		76.2
Denser 2025.12		76.1
Process Supervision 2025.12		76
Reflection-CoT 2025.12		75.7
EMoE 2025.09		75.61
Think-to-Think 2025.12		75.5
Reflection-CoT 2025.12		75.4
Process Supervision 2025.12		75.2
Self-Verification 2025.12		74.8
Reflection-CoT 2025.12		74.6
Self-Verification 2025.12		74.6
Tree-of-Thought 2025.12		74.5
Tree-of-Thought 2025.12		74.2
Self-Consistency 2025.12		73.9
Chain-of-Thought 2025.12		73.8
Self-Verification 2025.12		73.7
Denser 2025.12		73.6
Self-Consistency 2025.12		73.6
Tree-of-Thought 2025.12		73.4
Think-to-Think 2025.12		73.2
EMoE 2025.09		73.17
Think-to-Think 2025.12		72.9
Self-Consistency 2025.12		72.8
Process Supervision 2025.12		72.7
Reflection-CoT 2025.12		72.1
Think-to-Think 2025.12		72.1
Chain-of-Thought 2025.12		71.5
Top-k 2025.09		71.34
Self-Verification 2025.12		71.3
Chain-of-Thought 2025.12		71.2
Tree-of-Thought 2025.12		71
EMoE 2025.09		70.73
Self-Consistency 2025.12		70.5
Chain-of-Thought 2025.12		70.4
Think-to-Think 2025.12		69.7
Top-k 2025.09		68.29
Chain-of-Thought 2025.12		68.2
Top-k 2025.09		66.46
EMoE 2025.09		41.46
EMoE 2025.09		39.63
Top-k 2025.09		39.02
Top-k 2025.09		36.59
EMoE 2025.09		34.76
Top-k 2025.09		28.66
EMoE 2025.09		21.95
Top-k 2025.09		21.34
EMoE 2025.09		20.73
Top-k 2025.09		20.24
EMoE 2025.09		20.12
Top-k 2025.09		19.39
EMoE 2025.09		18.9
Top-k 2025.09		18.7
EMoE 2025.09		18.29
EMoE 2025.09		17.68
Top-k 2025.09		17.07
Top-k 2025.09		15.97
EMoE 2025.09		15.85
Top-k 2025.09		13.41