Yanis Xabier Wilbrand Peña

Generative Testing of Automated Speech Recognition Systems

GATAS, a black-box testing approach that generates failure inducing inputs by operating in the phoneme-level latent space of a text- to-speech model, demonstrates that untargeted latent-space optimization enables the efficient generation of realistic and effective test cases for ASR systems.