Category: eess.AS
-
Objective Soups: Multilingual Multi-Task Modeling for Speech Processing
Objective Soups: Multilingual Multi-Task Modeling for Speech Processing arXiv:2508.09228v1 Announce Type: cross Abstract: Training a single model for multilingual, multi-task speech processing (MSP) is severely hampered by conflicting objectives between tasks like speech recognition and translation. While multi-objective optimization (MOO) aims to align gradient updates, its effectiveness diminishes as the number of tasks grows, making…