English Intermediate-Task Training and Adversarial Robustness in Zero-Shot Cross-Lingual Transfer on PAWS-X

Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks in monolingual English settings. We investigate whether English intermediate-task training is still helpful on non-English target tasks. Using nine intermediate language-understanding tasks, we evaluate intermediate-task transfer in a zero-shot cross-lingual setting on the XTREME benchmark. We see large improvements from intermediate training on the BUCC and Tatoeba sentence retrieval tas

Research goal: Does English intermediate-task training degrade robustness to adversarial perturbations in zero-shot cross-lingual transfer on the PAWS-X benchmark?

Autonomous synthesis report generated by Assignee Research. Tribunal consensus score: 8.9/10.