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lecturer: "Rob van der Goot from IT University of Copenhagen" | ||
title: "Robustness in NLP: challenges and opportunities" | ||
type: seminar | ||
date: 2024-10-09 | ||
duration: "2 hours" | ||
venue: "Gothenburg and online" | ||
slides: "Rob van der Goot 9.10.2024.pdf" | ||
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Abstract: This talk will cover a variety of setups and approaches to robustness in NLP. I will start by giving an overview (including limitations) of the task of lexical normalization: the conversion of social media data to its canonical form. Next, I will discuss the challenges in using multi-task learning to improve performance in low-resource setups. Finally, I will unveil remaining challenges in the first steps of the NLP pipeline: language identification and tokenization (i.e. word segmentation): are these tasks really solved?, and if no: what are still the open challenges that we should focus on in the future? |