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Reducing content bias in syllogistic reasoning via semantic abstraction. Experiments based on fine-tuning DeBERTa showed that abstraction-based augmentation reduces content effect and improves accuracy, leading to competitive performance on the official leaderboard.


Ewelina Księżniak. Proceedings of the 20th International Workshop on Semantic Evaluation (2026). 2026.

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