🚨 New #EMNLP2025 (main) paper!
LLMs often produce inconsistent explanations (62–86%), hurting faithfulness and trust in explainable AI.
We introduce PEX consistency, a measure for explanation consistency,
and show that optimizing it via DPO improves faithfulness by up to 9.7%.