Adam Mickiewicz University at WMT 2022: NER-Assisted and Quality-Aware Neural Machine Translation. (arXiv:2209.02962v1 [cs.CL])

This paper presents Adam Mickiewicz University's (AMU) submissions to the
constrained track of the WMT 2022 General MT Task. We participated in the
Ukrainian $\leftrightarrow$ Czech translation directions. The systems are a
weighted ensemble of four models based on the Transformer (big) architecture.
The models use source factors to utilize the information about named entities
present in the input. Each of the models in the ensemble was trained using only
the data provided by the shared task organizers. A noisy …

adam arxiv machine machine translation ner neural machine translation quality translation university