PReSS: A Black-Box Framework for Evaluating Political Stance Stability in LLMs via Argumentative Pressure
Published in PoliticalNLP @ LREC-COLING 2026, 2026
A black-box framework that stress-tests LLMs’ stated opinions using argumentative challenges, classifying responses as stable or unstable across political topics.
Recommended citation: Shariar Kabir, Kevin Esterling, Yue Dong. (2026). "PReSS: A Black-Box Framework for Evaluating Political Stance Stability in LLMs via Argumentative Pressure." PoliticalNLP @ LREC-COLING 2026.
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