Benchmarking zero-shot text classification for Dutch

The advent and popularisation of Large Language Models (LLMs) have given rise to promptbased Natural Language Processing (NLP) techniques which eliminate the need for large manually annotated corpora and computationally expensive supervised training or fine-tuning processes. Zero-shot learning in particular presents itself as an attractive alternative to the classical train-development-test paradigm for many downstream tasks as it provides a quick and inexpensive way of directly leveraging the implicitly encoded knowledge in LLMs. Despite the large interest in zero-shot applications within the... Mehr ...

Verfasser: De Langhe, Loic
Maladry, Aaron
Vanroy, Bram
De Bruyne, Luna
Singh, Pranaydeep
Lefever, Els
De Clercq, Orphée
Dokumenttyp: journalarticle
Erscheinungsdatum: 2024
Schlagwörter: Languages and Literatures
Sprache: Englisch
Permalink: https://search.fid-benelux.de/Record/base-27063075
Datenquelle: BASE; Originalkatalog
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Link(s) : https://biblio.ugent.be/publication/01HSV6D56D8T9AJFS1WG933FSY