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cs.CL2026
Layer-Resolved Optimal Transport for Hallucination Detection in NMT and Abstractive Summarization
Mariia Onyshchuk, Maksym-Vasyl Tarnavskyi, Marta Sumyk
Optimal transport (OT) has been shown to detect hallucinations in neural machine translation (NMT) by measuring the geometric distance between cross-attention distributions and a r…
cs.CL2022★ 1 cited
Ensembling and Knowledge Distilling of Large Sequence Taggers for Grammatical Error Correction
Maksym Tarnavskyi, Artem Chernodub, Kostiantyn Omelianchuk
In this paper, we investigate improvements to the GEC sequence tagging architecture with a focus on ensembling of recent cutting-edge Transformer-based encoders in Large configurat…