Mathematical Reasoning on AQUA-RAT

69.7Accuracy

CoK + SC

Updated 2d ago

Evaluation Results

Method	Links
CoK + SC 2023.06		69.7
Manual CoT + SC 2023.06		66.8
ComplexCoT + SC 2023.06		65
CoK 2023.06		60.2
Low-gap Selection 2026.01		59.06
Persona Switch 2026.01		59.06
Random Selection 2026.01		58.4
ComplexCoT 2023.06		56.5
Multinomial 2026.01		55.12
Manual CoT 2023.06		55.1
INSTINCT 2024.03		54.724
ZOPO 2024.03		54.724
Top-p 2026.01		54.72
InstructZero 2024.03		54.331
EvoPrompt 2024.03		52.756
hand-craft 2024.03		52.362
Greedy 2026.01		51.97
Top-k 2026.01		51.97
Few-shot-CoT + self consistency 2022.05		48.3
Zero-shot-CoT + self consistency 2022.05		46.5
Persona Switch 2026.01		44.88
Role-Play Prompting 2026.01		42.13
Top-k 2026.01		41.34
Greedy 2026.01		40.94
Random Selection 2026.01		40.94
Persona Switch 2026.01		40.16
Multinomial 2026.01		38.58
Random Selection 2026.01		37.93
Fine-tuning 2023.06		37.9
CoK 2023.06		37.8
Top-p 2026.01		37.4
Auto-CoT 2023.06		36.5
Zero-shot-CoT 2022.05		36.1
Low-gap Selection 2026.01		35.83
Few-shot-CoT 2022.05		35.8
Manual CoT 2023.06		35.8
Zero-Shot CoT 2023.06		33.5
Original 2024.06		31.89
Greedy 2026.01		31.89
Low-gap Selection 2026.01		31.49
Multinomial 2026.01		31.1
Original 2024.06		30.31
BlockPruner 2024.06		29.92
RM 2024.06		29.92
BlockPruner 2024.06		29.53
Role-Play Prompting 2026.01		29.53
ShortGPT 2024.06		29.13
Top-p 2026.01		28.74
Top-k 2026.01		28.74
Role-Play Prompting 2026.01		28.35
ShortGPT 2024.06		27.95
LaCo 2024.06		27.95
RM 2024.06		26.77
LaCo 2024.06		24.8
Few-Shot SP 2023.06		24.8
Zero-shot 2022.05		23.4
Zero-Shot SP 2023.06		22.4