HCMUSDroneBoys at SemEval-2026 Task 11: Asymmetric Counterfactual Debiasing and Rank-Sensitive Logical Invariance Adaptation for Syllogistic Reasoning
1st Place (tied), Task 11 Subtask 1, perfect score 100.0
Separates logical form from content so an LLM judges whether a syllogism is valid, not whether it sounds plausible: structure-disentangled prompting, valid-to-invalid counterfactual augmentation, and high-rank QLoRA adaptation.

Tran, C.-N.*, Dao-Sy, D.-M.*, Huynh, T.-K., Pham, P.-H., Nguyen-Lam, P.-Q. (2026). HCMUSDroneBoys at SemEval-2026 Task 11: Asymmetric Counterfactual Debiasing and Rank-Sensitive Logical Invariance Adaptation for Syllogistic Reasoning. SemEval-2026, pp. 658-663.

