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Interpretable Coreference Resolution Evaluation Using Explicit Semantics

Published • May 11, 2026
Authors:
Bruno Gatti
,
Giuliano Martinelli
,
Roberto Navigli

Abstract

Coreference resolution is typically evaluated using aggregate statistical metrics such as CoNLL-F1, which measure structural overlap between predicted and gold clusters. While widely used, these metrics offer limited diagnostic insights, penalizing errors without revealing whether a system struggles...

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