no code implementations • 25 Jan 2023 • Niels van der Heijden, Ekaterina Shutova, Helen Yannakoudakis
We present FewShotTextGCN, a novel method designed to effectively utilize the properties of word-document graphs for improved learning in low-resource settings.
1 code implementation • EACL 2021 • Niels van der Heijden, Helen Yannakoudakis, Pushkar Mishra, Ekaterina Shutova
The great majority of languages in the world are considered under-resourced for the successful application of deep learning methods.
Cross-Lingual Document Classification Document Classification +2
no code implementations • 15 Dec 2019 • Niels van der Heijden, Samira Abnar, Ekaterina Shutova
The lack of annotated data in many languages is a well-known challenge within the field of multilingual natural language processing (NLP).