From Black-Box to Clinical Insight: A Multi-Stage Explainable Framework for Speech-Based Cognitive Impairment Detection

arXiv:2606.27973 · cs.CL, cs.AI · Submitted 2026-06-26 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-06-26

Updated: 2026-06-26

Comments: Accepted to Interspeech 2026

DOI: 10.21437/Interspeech.2026-1252

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Transformer — 2× in this paper · explained in 2 episodes
• Adaptive Gating — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Coherence — 1× in this paper · explained in 2 episodes
• Explainability — 1× in this paper · explained in 4 episodes

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