AINeutralarXiv – CS AI · 18h ago5/10
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SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance
Researchers present SEF-CLGC, a framework combining formal logical notations with Small Language Models to evaluate reasoning capabilities in the SemEval-2026 Task 11. The study demonstrates that training SLMs on hybrid natural and symbolic languages achieves a 27.80% content score while reducing reasoning bias, offering insights into how formal notation impacts language model performance.