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cs.CL2026

BERnaT: Basque Encoders for Representing Natural Textual Diversity

Ekhi Azurmendi, Joseba Fernandez de Landa, Jaione Bengoetxea +5

Language models depend on massive text corpora that are often filtered for quality, a process that can unintentionally exclude non-standard linguistic varieties, reduce model robus…

cs.CL2026

Conditioning LLMs to Generate Code-Switched Text

Maite Heredia, Gorka Labaka, Jeremy Barnes +1

Code-switching (CS) is still a critical challenge in Natural Language Processing (NLP), due to the limited availability of large-scale, diverse CS datasets for robust training and…

cs.CL2025

EuskañolDS: A Naturally Sourced Corpus for Basque-Spanish Code-Switching

Maite Heredia, Jeremy Barnes, Aitor Soroa

Code-switching (CS) remains a significant challenge in Natural Language Processing (NLP), mainly due a lack of relevant data. In the context of the contact between the Basque and S…

cs.CL2025

HiTZ at VarDial 2025 NorSID: Overcoming Data Scarcity with Language Transfer and Automatic Data Annotation

Jaione Bengoetxea, Mikel Zubillaga, Ekhi Azurmendi +4

In this paper we present our submission for the NorSID Shared Task as part of the 2025 VarDial Workshop (Scherrer et al., 2025), consisting of three tasks: Intent Detection, Slot F…

cs.CL2024

XNLIeu: a dataset for cross-lingual NLI in Basque

Maite Heredia, Julen Etxaniz, Muitze Zulaika +3

XNLI is a popular Natural Language Inference (NLI) benchmark widely used to evaluate cross-lingual Natural Language Understanding (NLU) capabilities across languages. In this paper…