LAMPAT: Low-Rank Adaption for Multilingual Paraphrasing Using Adversarial Training

arXiv:2401.04348v2 Announce Type: replace
Abstract: Paraphrases are texts that convey the same meaning while using different words or sentence structures. It can be used as an automatic data augmentation tool for many Natural Language Processing tasks, especially when dealing with low-resource languages, where data shortage is a significant problem. To generate a paraphrase in multilingual settings, previous studies have leveraged the knowledge from the machine translation field, i.e., forming a paraphrase through zero-shot machine translation in the same language. Despite …

adversarial adversarial training arxiv cs.cl low multilingual paraphrasing training type