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Author

Ahmed Heakl

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#artificial intelligence Preprint Sep 2026

MedRoundsQA: A Persona and Difficulty Aware Evaluation for Multi-Turn Medical Consultations

Medical benchmarks are dominated by single-turn, multiple-choice clinical cases that poorly reflect real consultations. Practically, clinicians elicit evidence interactively and patient communication varies widely. We introduce MedRoundsQA, a multi-turn diagnostic benchmark derived from 1,387 board-exam cases across 17...

Youssef Mohamed, Ahmed Heakl, Qin-Rong Cui et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Right Frame, Wrong Rule: Cultural Cues Expose the Financial Knowledge Gap They Were Meant to Close

When a question has valid answers under different normative frameworks, a language model must decide which framework to use and whether it can answer correctly within it. We call this setting normative pluralism and study it in Islamic finance using a four-choice taxonomy that separates framework selection from within-...

R. Elbadry, Ahmed Heakl, Saeed Almheiri et al. · 0 citations

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