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Logical Reasoning on LogiQA (Accuracy %)

78.9LogiQA Accuracy

Denser

Updated 18d ago

Evaluation Results

Method	Links
Denser 2025.12		78.9
Process Supervision 2025.12		78.6
Reflection-CoT 2025.12		78.1
Denser 2025.12		77.3
Self-Verification 2025.12		77.2
Tree-of-Thought 2025.12		76.9
Process Supervision 2025.12		76.8
Reflection-CoT 2025.12		76.3
Self-Consistency 2025.12		76.3
Self-Verification 2025.12		75.6
Think-to-Think 2025.12		75.6
Tree-of-Thought 2025.12		75.1
Self-Consistency 2025.12		74.5
Think-to-Think 2025.12		73.8
Chain-of-Thought 2025.12		73.5
Denser 2025.12		72.6
Denser 2025.12		72.5
Chain-of-Thought 2025.12		71.8
Process Supervision 2025.12		71.7
Process Supervision 2025.12		71.4
Reflection-CoT 2025.12		71.2
Denser 2025.12		70.9
Reflection-CoT 2025.12		70.9
Self-Verification 2025.12		70.5
Self-Verification 2025.12		70.3
Process Supervision 2025.12		69.9
Tree-of-Thought 2025.12		69.9
Tree-of-Thought 2025.12		69.7
Denser 2025.12		69.4
Reflection-CoT 2025.12		69.4
Self-Consistency 2025.12		69.4
Self-Consistency 2025.12		69.2
Self-Verification 2025.12		68.8
Think-to-Think 2025.12		68.7
Think-to-Think 2025.12		68.5
Process Supervision 2025.12		68.3
Tree-of-Thought 2025.12		68.1
Reflection-CoT 2025.12		67.8
Self-Consistency 2025.12		67.6
Self-Verification 2025.12		67.1
Think-to-Think 2025.12		66.9
Chain-of-Thought 2025.12		66.9
Denser 2025.12		66.8
Chain-of-Thought 2025.12		66.7
Tree-of-Thought 2025.12		66.4
Process Supervision 2025.12		66
Self-Consistency 2025.12		65.9
Reflection-CoT 2025.12		65.5
Think-to-Think 2025.12		65.2
Chain-of-Thought 2025.12		65.2
Self-Verification 2025.12		64.9
Tree-of-Thought 2025.12		64.2
Self-Consistency 2025.12		63.8
Chain-of-Thought 2025.12		63.5
Think-to-Think 2025.12		63.1
Chain-of-Thought 2025.12		61.7
SASFT 2025.07		44.5
SASFT 2025.07		43.38
SASFT 2025.07		42.88
SASFT 2025.07		42.75
SFT 2025.07		42.5
SFT 2025.07		42.25
SFT+GRPO 2025.07		42.12
SASFT 2025.07		41.5
SFT+GRPO 2025.07		41.5
SFT+GRPO 2025.07		41.38
SFT 2025.07		41.38
SFT+Penalty 2025.07		41
SFT+Penalty 2025.07		40.88
SFT+GRPO 2025.07		40.62
SFT+Penalty 2025.07		40.5
SFT+Penalty 2025.07		39.88
SFT 2025.07		39.38
SFT+GRPO 2025.07		39.12
SFT 2025.07		39
SFT+Penalty 2025.07		38.12
SASFT 2025.07		34.75
SFT+Penalty 2025.07		34.63
SFT+Penalty 2025.07		34.38
SASFT 2025.07		34.38
SASFT 2025.07		34.25
SFT 2025.07		34.12
SFT 2025.07		34
SFT 2025.07		33.88
SFT+GRPO 2025.07		33.75
SASFT 2025.07		33.62
SASFT 2025.07		33.5
SASFT 2025.07		33.5
SFT 2025.07		33.38
SASFT 2025.07		33.13
SFT+Penalty 2025.07		33
SFT+Penalty 2025.07		33
SFT 2025.07		32.88
SASFT 2025.07		32.88
SFT+Penalty 2025.07		32.38
SFT 2025.07		32.38
SASFT 2025.07		32.38
SFT 2025.07		32.25
SFT 2025.07		32.25
SFT+GRPO 2025.07		32.12

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