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Free, publicly-accessible full text available May 1, 2026
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Krasner, Nathaniel; Vasselli, Justin; Ticona, Belu; Anastasopoulos, Antonios; Lo, Chi-Kiu (, Association for Computational Linguistics)Free, publicly-accessible full text available May 15, 2026
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Krasner, Nathaniel; Lanuzo, Nicholas; Anastasopoulos, Antonios (, Association for Computational Linguistics)Free, publicly-accessible full text available January 1, 2026
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Krasner, Nathaniel; Wanner, Miriam; Anastasopoulos, Antonios (, Findings of the Association for Computational Linguistics: ACL 2022)Recent work by Sogaard (2020) showed that, treebank size aside, overlap between training and test graphs (termed leakage) explains more of the observed variation in dependency parsing performance than other explanations. In this work we revisit this claim, testing it on more models and languages. We find that it only holds for zero-shot cross-lingual settings. We then propose a more fine-grained measure of such leakage which, unlike the original measure, not only explains but also correlates with observed performance variation. Code and data are available online,more » « less
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Krasner, Nathaniel; Wanner, Miriam; Anastasopoulos, Antonios (, Transactions of the Association for Computational Linguistics)Recent work by Søgaard (2020) showed that, treebank size aside, overlap between training and test graphs (termed leakage) explains more of the observed variation in dependency parsing performance than other explanations. In this work we revisit this claim, testing it on more models and languages. We find that it only holds for zero-shot cross-lingual settings. We then propose a more fine-grained measure of such leakage which, unlike the original measure, not only explains but also correlates with observed performance variation.more » « less
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