A cycle-consistent MT pipeline generates and similarity-weights training data for coreference resolution, producing gains on four low-resource languages and enabling the task where no corpora existed.
Maverick: Efficient and Accurate Coreference Resolution Defying Recent Trends
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The 2026 multilingual coreference shared task expanded to 27 datasets in 19 languages with a focus on long-range entities; traditional systems led but LLMs showed notable potential.
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Findings of the Fifth Shared Task on Multilingual Coreference Resolution: Expanding Datasets for Long-Range Entities
The 2026 multilingual coreference shared task expanded to 27 datasets in 19 languages with a focus on long-range entities; traditional systems led but LLMs showed notable potential.