Author

N. Mehta

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Review Jul 2026

Learning to Detect UI Principle Violations via Reinforcement Learning

This work unify 19 interface-quality principles from three complementary sources of HCI knowledge: WCAG 2.2 accessibility standards, deceptive design taxonomies, and established theories of perception, cognition, and interaction to investigate whether a lightweight vision-language model can serve as an effective critic for generated interfaces.

N. Mehta, Swathi Alse, Himani Kumavat et al. · arXiv.org · 0 citations

Open access Aug 2026

Developing an open-source framework for LLM evaluation of patients using EHR clinical documentation; performance of LLMs relative to medical professionals

Current LLMs do not achieve inter-rater reliability levels comparable to medical professionals in clinical information extraction from ENT documentation, suggesting they are best suited for initial extraction with human verification rather than autonomous operation.

L. Barrett, N. Joshi, A. S. North et al. · medRxiv · 0 citations