For example, Bansal et al. <cite>[5]</cite> showed that pre-training on either English or French ASR improved their Spanish-English AST system (trained on 20 hours of parallel data) and Tian [10] got improvements on an 8-hour Swahili-English AST dataset using English ASR pretraining.