CorPipe at CRAC 2026: Empty Nodes and Cross-Lingual Transfer in Multilingual Coreference Resolution

Milan Straka


Abstract
We introduce CorPipe 26, our winning submission to the CRAC 2026 Shared Task on Multilingual Coreference Resolution. The fifth edition of this shared task focuses mainly on the comparison of generative LLMs and specialized systems; additionally, 5 more datasets and 2 new languages are introduced. CorPipe 26 is an improved version of CorPipe 25, with a new variant predicting empty nodes together with mentions and coreference links in a single model. Our system outperforms all other submissions in the LLM track by 2.8 percent points and all submissions in the unconstrained track by 9.5 percent points. Furthermore, we perform a series of ablation experiments with different model sizes, empty node prediction methods, and cross-lingual zero-shot evaluation. The source code and the trained models are publicly available at https://github.com/ufal/crac2026-corpipe.
Anthology ID:
2026.codi-1.27
Volume:
Proceedings of the 2nd Joint Workshop on Computational Approaches to Discourse, Context and Document-Level Inferences and Computational Models of Reference, Anaphora and Coreference (CODI-CRAC 2026)
Month:
July
Year:
2026
Address:
San Diego, California, USA
Editors:
Chloé Braud, Christian Hardmeier, Maciej Ogrodniczuk, Sharid Loaiciga, Amir Zeldes, Michal Novák, Chuyuan Li, Michael Strube, Junyi Jessy Li
Venues:
CODI | CRAC | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
205–216
Language:
URL:
https://preview.aclanthology.org/ingest-acl-workshops/2026.codi-1.27/
DOI:
Bibkey:
Cite (ACL):
Milan Straka. 2026. CorPipe at CRAC 2026: Empty Nodes and Cross-Lingual Transfer in Multilingual Coreference Resolution. In Proceedings of the 2nd Joint Workshop on Computational Approaches to Discourse, Context and Document-Level Inferences and Computational Models of Reference, Anaphora and Coreference (CODI-CRAC 2026), pages 205–216, San Diego, California, USA. Association for Computational Linguistics.
Cite (Informal):
CorPipe at CRAC 2026: Empty Nodes and Cross-Lingual Transfer in Multilingual Coreference Resolution (Straka, CODI-CRAC 2026)
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PDF:
https://preview.aclanthology.org/ingest-acl-workshops/2026.codi-1.27.pdf
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 2026.codi-1.27.SupplementaryMaterial.tgz