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cs.CL2026
UNMASK: Discovering and Causally Verifying Spurious Shortcuts in Text Classifiers
Chidaksh Ravuru, Shashank Srivastava
Neural language models trained on large crowdsourced corpora frequently exploit spurious surface patterns tied to target labels without true linguistic or causal relevance, boostin…
cs.AI2026
Behavioral Coherence: A Method for Sensitive-Domain LLM Evaluation
Anika Sharma, Malavika Mampally, Chidaksh Ravuru +2
People use LLMs for reproductive-health questions, including abortion-related support. A response can sound supportive while answers reinforce harmful assumptions: judgment is like…