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C. Lemnaru

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Open access 2026

TUCNLP at SemEval-2026 Task 11: Neuro-Symbolic Content Stripping for Debiased Syllogistic Reasoning

It is shown that a modestly-sized model can achieve near-perfect logical reasoning on the English validity-only subtask, and large reductions in content effect on multilingual and premise-retrieval variants, when augmented with a multi-stage neuro-symbolic pipeline.

Rafael Butas, A. Lapusan, C. Lemnaru et al. · SemEval@ACL · 1 citation