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Looking for a Needle in a Haystack: A Comprehensive Study of Hallucinations in Neural Machine Translation. (arXiv:2208.05309v1 [cs.CL])
Aug. 11, 2022, 1:10 a.m. | Nuno M. Guerreiro, Elena Voita, André F.T. Martins
cs.LG updates on arXiv.org arxiv.org
Although the problem of hallucinations in neural machine translation (NMT)
has received some attention, research on this highly pathological phenomenon
lacks solid ground. Previous work has been limited in several ways: it often
resorts to artificial settings where the problem is amplified, it disregards
some (common) types of hallucinations, and it does not validate adequacy of
detection heuristics. In this paper, we set foundations for the study of NMT
hallucinations. First, we work in a natural setting, i.e., in-domain data …
arxiv haystack machine machine translation neural machine translation study translation
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