The Spanish Learner and Heritage Speaker Dependency Treebank

Valeria Pagliai; Sergio José Salazar Rodó; Emiliana Pulido; Andres Gutierrez-Quintero; Zoey Liu

The Spanish Learner and Heritage Speaker Dependency Treebank

Valeria Pagliai, Sergio José Salazar Rodó, Emiliana Pulido, Andres Gutierrez-Quintero, Zoey Liu

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Abstract

We present a manually curated L2-Heritage Speaker Spanish dataset (N = 49,247) following the Universal Dependencies framework, including lemmatizations, part-of-speech tags, syntactic dependencies, and instances of pro-drop and ungrammatical structures. In addition to this, for dependency parsing we examined different data partitioning strategies and data representations, as well as different training configurations using our data and the AnCora treebank. Overall, the results yield reasonable LAS scores and comparable performance between AnCora and our dataset.

Anthology ID:: 2026.scil-main.12
Volume:: Proceedings of the Society for Computation in Linguistics 2026
Month:: July
Year:: 2026
Address:: San Diego, CA
Editors:: Rob Voigt, Alex Warstadt, Naomi Feldman, Tal Linzen
Venues:: SCiL | WS
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 127–128
Language:
URL:: https://aclanthology.org/2026.scil-main.12/
DOI:
Bibkey:
Cite (ACL):: Valeria Pagliai, Sergio José Salazar Rodó, Emiliana Pulido, Andres Gutierrez-Quintero, and Zoey Liu. 2026. The Spanish Learner and Heritage Speaker Dependency Treebank. In Proceedings of the Society for Computation in Linguistics 2026, pages 127–128, San Diego, CA. Association for Computational Linguistics.
Cite (Informal):: The Spanish Learner and Heritage Speaker Dependency Treebank (Pagliai et al., SCiL 2026)
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PDF:: https://aclanthology.org/2026.scil-main.12.pdf

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@inproceedings{pagliai-etal-2026-spanish,
    title = "The {S}panish Learner and Heritage Speaker Dependency Treebank",
    author = "Pagliai, Valeria  and
      Rod{\'o}, Sergio Jos{\'e} Salazar  and
      Pulido, Emiliana  and
      Gutierrez-Quintero, Andres  and
      Liu, Zoey",
    editor = "Voigt, Rob  and
      Warstadt, Alex  and
      Feldman, Naomi  and
      Linzen, Tal",
    booktitle = "Proceedings of the Society for Computation in Linguistics 2026",
    month = jul,
    year = "2026",
    address = "San Diego, CA",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.scil-main.12/",
    pages = "127--128",
    ISBN = "979-8-89176-412-5",
    abstract = "We present a manually curated L2-Heritage Speaker Spanish dataset (N = 49,247) following the Universal Dependencies framework, including lemmatizations, part-of-speech tags, syntactic dependencies, and instances of pro-drop and ungrammatical structures. In addition to this, for dependency parsing we examined different data partitioning strategies and data representations, as well as different training configurations using our data and the AnCora treebank. Overall, the results yield reasonable LAS scores and comparable performance between AnCora and our dataset."
}

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%0 Conference Proceedings
%T The Spanish Learner and Heritage Speaker Dependency Treebank
%A Pagliai, Valeria
%A Rodó, Sergio José Salazar
%A Pulido, Emiliana
%A Gutierrez-Quintero, Andres
%A Liu, Zoey
%Y Voigt, Rob
%Y Warstadt, Alex
%Y Feldman, Naomi
%Y Linzen, Tal
%S Proceedings of the Society for Computation in Linguistics 2026
%D 2026
%8 July
%I Association for Computational Linguistics
%C San Diego, CA
%@ 979-8-89176-412-5
%F pagliai-etal-2026-spanish
%X We present a manually curated L2-Heritage Speaker Spanish dataset (N = 49,247) following the Universal Dependencies framework, including lemmatizations, part-of-speech tags, syntactic dependencies, and instances of pro-drop and ungrammatical structures. In addition to this, for dependency parsing we examined different data partitioning strategies and data representations, as well as different training configurations using our data and the AnCora treebank. Overall, the results yield reasonable LAS scores and comparable performance between AnCora and our dataset.
%U https://aclanthology.org/2026.scil-main.12/
%P 127-128

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Markdown (Informal)

[The Spanish Learner and Heritage Speaker Dependency Treebank](https://aclanthology.org/2026.scil-main.12/) (Pagliai et al., SCiL 2026)

The Spanish Learner and Heritage Speaker Dependency Treebank (Pagliai et al., SCiL 2026)

ACL

Valeria Pagliai, Sergio José Salazar Rodó, Emiliana Pulido, Andres Gutierrez-Quintero, and Zoey Liu. 2026. The Spanish Learner and Heritage Speaker Dependency Treebank. In Proceedings of the Society for Computation in Linguistics 2026, pages 127–128, San Diego, CA. Association for Computational Linguistics.