Author

Chidaksh Ravuru

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#artificial intelligence Review Dec 2025

Behavioral Coherence: A Method for Sensitive-Domain LLM Evaluation

Empirical evidence is provided that LLMs lack coherent understanding of psychological constructs operating across multiple dimensions, particularly in domains where understanding what people cannot say determines whether support helps or harms.

Anika Sharma, Malavika Mampally, Chidaksh Ravuru et al. · 1 citation

Preprint Aug 2026

UNMASK: Discovering and Causally Verifying Spurious Shortcuts in Text Classifiers

U N M ASK is presented, a fully automated pipeline that discovers, causally verifies, and mitigates spurious correlations in text classifiers without additional human annotation, and demonstrates that the discovery and validation stages generalize to reward model preference data.

Chidaksh Ravuru, Shashank Srivastava · 0 citations