NSL-MT: Linguistically Informed Negative Samples for Efficient Machine Translation in Low-Resource Languages
arXiv:2511.09537v2 Announce Type: replace
Abstract: We introduce negative space learning machine translation (NSL-MT), a training method for underresourced languages, that augments limited parallel data with synthetically generated violations of the t…