AIBullisharXiv – CS AI · Mar 96/10
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RAMoEA-QA: Hierarchical Specialization for Robust Respiratory Audio Question Answering
Researchers introduced RAMoEA-QA, a new AI system that uses hierarchical specialization to answer questions about respiratory audio recordings from mobile devices. The system employs a two-stage routing approach with Audio Mixture-of-Experts and Language Mixture-of-Adapters to handle diverse recording conditions and query types, achieving 0.72 test accuracy compared to 0.61-0.67 for existing baselines.