Ahmad El-Shiekh

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Publication activitypapers/week, last 8 weeks

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Eval Frameworks & Benchmarks (1)Multimodal Models (1)Speech & Audio (1)

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Sajjad Abdoli (1)Ghassan Al-Sumaidaee (1)Ahmed Rashad (1)

Papers (1)

Aug 3, 2026

Sajjad Abdoli +33w ago

Can Foundation Models Hear What Made That Sound? A Tiered Benchmark of Audio-Language Models and Traditional Classifiers for Closed-Set Sound Source Identification

The Gemini-3.1-Pro-Preview model outperforms traditional classifiers in sound-source identification, but even top models confidently produce incorrect answers 92-100% of the time.

Sajjad Abdoli, Ghassan Al-Sumaidaee, Ahmad El-Shiekh +1

Eval Frameworks & Benchmarks Multimodal Models Speech & Audio

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Ahmad El-Shiekh

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)