Turning Logic Against Itself: Probing Model Defenses Through Contrastive Questions

Rachneet Singh Sachdeva, Rima Hazra, Iryna Gurevych. Turning Logic Against Itself: Probing Model Defenses Through Contrastive Questions. In Christos Christodoulopoulos 0001, Tanmoy Chakraborty 0002, Carolyn Rose, Violet Peng, editors, Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, EMNLP 2025, Suzhou, China, November 4-9, 2025. pages 34746-34776, Association for Computational Linguistics, 2025. [doi]

@inproceedings{SachdevaHG25,
  title = {Turning Logic Against Itself: Probing Model Defenses Through Contrastive Questions},
  author = {Rachneet Singh Sachdeva and Rima Hazra and Iryna Gurevych},
  year = {2025},
  doi = {10.18653/v1/2025.emnlp-main.1762},
  url = {https://doi.org/10.18653/v1/2025.emnlp-main.1762},
  researchr = {https://researchr.org/publication/SachdevaHG25},
  cites = {0},
  citedby = {0},
  pages = {34746-34776},
  booktitle = {Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, EMNLP 2025, Suzhou, China, November 4-9, 2025},
  editor = {Christos Christodoulopoulos 0001 and Tanmoy Chakraborty 0002 and Carolyn Rose and Violet Peng},
  publisher = {Association for Computational Linguistics},
  isbn = {979-8-89176-332-6},
}