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cs.CL2026
Empathy Is Not the Scapegoat for Declines in Factuality and Reliability
Letian Shi, Kanwal Mehreen, Deheng Zhang +1
Language models are increasingly expected to support users in stressful or uncertain situations, where warmth and empathy are desirable. While recent work associates warmer models…
cs.LG2026
QUAIL: Quantization Aware Unlearning for Mitigating Misinformation in LLMs
Himanshu Mishra, Kanwal Mehreen
Machine unlearning aims to remove specific knowledge (e.g., copyrighted or private data) from a trained model without full retraining. In practice, models are often quantized (e.g.…