R. F. Fela

Perceptually Better, Semantically Worse: Measuring Speech Enhancement Impact on LLM-Based Voice Systems

Output Divergence Rate (ODR) is introduced, which measures how often SE changes an LLM's intent classification relative to clean speech, and MetricGAN{+} and echo results replicate across ASR architectures, indicating that standard audio quality metrics are insufficient for LLM pipeline quality.