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Syllogistic Reasoning research benchmarks · SOTA2 Research

Syllogistic Reasoning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Syllogistic Reasoning (test)

Contrastive Steering (Qwen 2.5)

89.9Accuracy

32

Mar 9, 2026

Syllogistic Reason

VAE (query_add)

0.968BLEU

12

Feb 26, 2026

Belief-Inconsistent Syllogism

90Accuracy

7

Feb 26, 2026

Belief-Consistent Syllogism

99Accuracy

7

Feb 26, 2026

Symbolic Syllogism

100Accuracy

7

Feb 26, 2026

Syllogistic Reasoning Shared Task Subtask 1 official (test)

modular neuro-symbolic system

95.29Accuracy

1

May 7, 2026

Popular datasets

Symbolic Syllogism Belief-Consistent Syllogism Belief-Inconsistent Syllogism Syllogistic Reason Syllogistic Reasoning

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