3 papers
cs.HC2026
The Assistant Erased You: Measuring Loss of Authorship Signals in AI-Mediated Communication
Ushna Malik, Moiz Sadiq Awan
Research on AI-mediated communication has examined how AI assistance shapes interpersonal perceptions and reduces stylistic diversity across users. We ask a complementary question…
cs.AI2026
AI-Generated Prior Authorization Letters: Strong Clinical Content, Weak Administrative Scaffolding
Moiz Sadiq Awan, Maryam Raza
Prior authorization remains one of the most burdensome administrative processes in U.S. healthcare, consuming billions of dollars and thousands of physician hours each year. While…
cs.HC2026
Beyond Benchmarks: How Users Evaluate AI Chat Assistants
Moiz Sadiq Awan, Muhammad Haris Noor, Muhammad Salman Munaf
Automated benchmarks dominate the evaluation of large language models, yet no systematic study has compared user satisfaction, adoption motivations, and frustrations across competi…