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uctnlp/t2x
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Citation text from the card
@inproceedings{meyer-buys-2024-triples,
title = "Triples-to-isi{X}hosa ({T}2{X}): Addressing the Challenges of Low-Resource Agglutinative Data-to-Text Generation",
author = "Meyer, Francois and
Buys, Jan",
editor = "Calzolari, Nicoletta and
Kan, Min-Yen and
Hoste, Veronique and
Lenci, Alessandro and
Sakti, Sakriani and
Xue, Nianwen",
booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)",
month = may,
year = "2024",
address = "Torino, Italia",
publisher = "ELRA and ICCL",
url = "https://aclanthology.org/2024.lrec-main.1464/",
pages = "16841--16854",
abstract = "Most data-to-text datasets are for English, so the difficulties of modelling data-to-text for low-resource languages are largely unexplored. In this paper we tackle data-to-text for isiXhosa, which is low-resource and agglutinative. We introduce Triples-to-isiXhosa (T2X), a new dataset based on a subset of WebNLG, which presents a new linguistic context that shifts modelling demands to subword-driven techniques. We also develop an evaluation framework for T2X that measures how accurately generated text describes the data. This enables future users of T2X to go beyond surface-level metrics in evaluation. On the modelling side we explore two classes of methods - dedicated data-to-text models trained from scratch and pretrained language model
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dataset_licence({ "id": "uctnlp/t2x" })
signal: "restrictive"
stated_licence: "cc-by-nc-sa-4.0"
sources: 0