@inproceedings{knowles-etal-2025-mslc25,
    title = "{MSLC}25: Metric Performance on Low-Quality Machine Translation, Empty Strings, and Language Variants",
    author = "Knowles, Rebecca  and
      Larkin, Samuel  and
      Lo, Chi-Kiu",
    editor = "Haddow, Barry  and
      Kocmi, Tom  and
      Koehn, Philipp  and
      Monz, Christof",
    booktitle = "Proceedings of the Tenth Conference on Machine Translation",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-emnlp/2025.wmt-1.69/",
    pages = "945--956",
    ISBN = "979-8-89176-341-8",
    abstract = "In this challenge set, we examine how automatic metrics for machine translation perform on a wide variety of machine translation output, covering a wider range of quality than the WMT submissions. We also explore metric results on specific types of corner cases, such as empty strings, wrong- or mixed-language text, and more. We primarily focus on Japanese{--}Chinese data, with some work on English and Czech."
}