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October 15, 2025Open Access

BOOKCOREF: Coreference Resolution at Book Scale

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Authors

GMG. MartinelliTBTommaso Bonomo‪C‪Pere-Lluís Huguet Cabot

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Overview

This benchmark provides coreference annotations for long texts, revealing challenges in coreference resolution systems.

Key Points

  • BOOKCOREF provides coreference annotations for documents averaging over 200,000 tokens, enhancing evaluation methods.
  • Experiments show coreference systems can improve by up to +20 CoNLL-F1 points when evaluated with the new benchmark.
  • The study introduces challenges in scaling coreference resolution that were not present in shorter benchmark texts.
  • The resource and code for BOOKCOREF are publicly available, promoting further research in coreference resolution.

Cite This Study

Martinelli et al. (2025) studied this question.

synapsesocial.com/papers/68ef858cc6a308ba063554d4https://doi.org/10.48550/arxiv.2507.12075
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  3. 3ThaiCoref: Thai Coreference Resolution Dataset2024
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  5. 5Performance Analysis of End-to-End Neural Coreference Resolution in English and Indonesian Texts2024 · 1 citations