Cleaner Speech, Weaker Generalization: Revisiting Pitt-Derived Benchmarks for Alzheimer's Disease Detection

arXiv:2609.00276 · cs.SD, cs.AI · Submitted 2026-08-31 · Read on arXiv

cs.SD, cs.AI

Submitted: 2026-08-31

Updated: 2026-08-31

Code: https://github.com/Sleepwalker554/Back_to_Origin

Terminology

• F1 Score — 95× in this paper · explained in 3 episodes
• Generalization — 34× in this paper · explained in 13 episodes
• Robustness — 12× in this paper · explained in 5 episodes
• Benchmark — 9× in this paper · explained in 2 episodes
• Transformer — 8× in this paper · explained in 2 episodes
• Sensitive Layer Selection — 4× in this paper
• Distribution Shift — 3× in this paper · explained in 6 episodes
• Affective Computing — 2× in this paper · explained in 1 episode
• Alignment — 2× in this paper · explained in 1 episode
• Aphasia — 2× in this paper · explained in 1 episode
• Domain Shift — 2× in this paper · explained in 4 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Generative Model — 1× in this paper · explained in 2 episodes
• Hybrid Architectures — 1× in this paper · explained in 3 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes

Sources

• Qwen2-Audio Technical Report
• Kimi-Audio Technical Report
• Qwen3-Omni Technical Report

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