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Logical Reasoning on LogiQA (Accuracy %)

78.9LogiQA Accuracy

Denser

Updated 14d 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
IH-GRPO 2026.05		66.67
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
IH-GRPO 2026.05		63.29
Think-to-Think 2025.12		63.1
Chain-of-Thought 2025.12		61.7
Base 2026.05		57.76
IH-GRPO 2026.05		56.99
Base 2026.05		51.15
Random 2026.04		49.77
EVOSELECT 2026.04		49.62
Attribution 2026.04		49.16
RL+SAE 2026.05		48.75
EVOSELECT 2026.04		48.54
TSDS 2026.04		48.39
Vanilla RL 2026.05		48.38
Before RL 2026.05		48.12
TSDS 2026.04		48.08
Before RL 2026.05		48
EVOSELECT 2026.04		47.93
Random 2026.04		47.62
Diversity 2026.04		47.62
Diversity 2026.04		47.47
All 2026.04		47.31
Vanilla RL 2026.05		47.12
RL+SAE 2026.05		47.12
Base 2026.04		46.7
Diversity 2026.04		46.39
Attr-Div 2026.04		46.24
Attr-Div 2026.04		46.24
TSDS 2026.04		46.08
EVOSELECT 2026.04		46.08
Attribution 2026.04		45.62
Attribution 2026.04		45.47
TSDS 2026.04		45.47
Attribution 2026.04		45.31
Attr-Div 2026.04		45.16
Diversity 2026.04		45.16
Base 2026.05		45.01
Attr-Div 2026.04		44.85
All 2026.04		44.55
Random 2026.04		44.55
SASFT 2025.07		44.5
Random 2026.04		43.78
SASFT 2025.07		43.38
SASFT 2025.07		42.88
SASFT 2025.07		42.75
SASFT 2026.05		42.75

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