Segment-level QE scores are not reliable enough to gate translation review, according to a new 104k-segment evaluation and a synthesis of prior critiques.
Proceedings of the 9th International Conference on Natural Language and Speech Processing (ICNLSP 2026) , year =
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Looking under the Wrong Lamppost: On the Limitations of Automated Translation Quality Estimation
Segment-level QE scores are not reliable enough to gate translation review, according to a new 104k-segment evaluation and a synthesis of prior critiques.