A Cross-Lingual Acoustic Disease-Alignment Framework for Respiratory Health Assessment from Spontaneous Speech
CL-DAF is presented, a Cross-Lingual Disease-Alignment Framework that identifies acoustic dimensions whose disease effects remain consistent across languages and provides a foundation for multilingual clinical speech models emphasizing pathology over language-dependent variation.