SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance 事件

SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance arXiv:2606.09157v1 Announce Type: cross Abstract: This paper revisits our pipeline called Syllogistic Evaluation Framework-Common Logic Grammar Construction (SEF-CLGC). We combine formal logical notations with Small Language Models (SLMs) to evaluate reasoning performance on the SemEval-2026 Task 11 Subtask 1: Disentangling Content and Formal Reasoning in Large Language Models. Our experiments show that by r