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A Benchmark for Neural Readability Assessment of Texts in Spanish
We release a new benchmark for Automated Readability Assessment (ARA) of texts in Spanish. We combined existing corpora with suitable …
Laura Vásquez-Rodrı́guez
,
Pedro-Manuel Cuenca-Jiménez
,
Sergio Morales-Esquivel
,
Fernando Alva-Manchego
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Generative Language Models for Paragraph-Level Question Generation
Powerful generative models have led to recent progress in question generation (QG). However, it is difficult to measure advances in QG …
Asahi Ushio
,
Fernando Alva-Manchego
,
Jose Camacho-Collados
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Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification
Data augmentation techniques are widely used for enhancing the performance of machine learning models by tackling class imbalance …
Aleks Edwards
,
Asahi Ushio
,
Jose Camacho-Collados
,
Hélène de Ribaupierre
,
Alun Preece
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Improving Embeddings Representations for Comparing Higher Education Curricula: A Use Case in Computing
We propose an approach for comparing curricula of study programs in higher education. Pre-trained word embeddings are fine-tuned in a …
Jeffri Murrugarra-Llerena
,
Fernando Alva-Manchego
,
Nils Murrugarra-Llerena
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Probing Relational Knowledge in Language Models via Word Analogies
Understanding relational knowledge plays an integral part in natural language comprehension. When it comes to pre-trained language …
Kiamehr Rezaee
,
Jose Camacho-Collados
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TweetNLP: Cutting-Edge Natural Language Processing for Social Media
In this paper we present TweetNLP, an integrated platform for Natural Language Processing (NLP) in social media. TweetNLP supports a …
Jose Camacho-Collados
,
Kiamehr Rezaee
,
Talayeh Riahi
,
Asahi Ushio
,
Daniel Loureiro
,
Dimosthenis Antypas
,
Joanne Boisson
,
Luis Espinosa-Anke
,
Fangyu Liu
,
Eugenio Martı́nez Cámara
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Named Entity Recognition in Twitter: A Dataset and Analysis on Short-Term Temporal Shifts
Recent progress in language model pre-training has led to important improvements in Named Entity Recognition (NER). Nonetheless, this …
Asahi Ushio
,
Francesco Barbieri
,
Vitor Sousa
,
Leonardo Neves
,
Jose Camacho-Collados
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Neural Readability Pairwise Ranking for Sentences in Italian Administrative Language
Automatic Readability Assessment aims at assigning a complexity level to a given text, which could help improve the accessibility to …
Martina Miliani
,
Serena Auriemma
,
Fernando Alva-Manchego
,
Alessandro Lenci
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TempoWiC: An Evaluation Benchmark for Detecting Meaning Shift in Social Media
Language evolves over time, and word meaning changes accordingly. This is especially true in social media, since its dynamic nature …
Daniel Loureiro
,
Aminette D′Souza
,
Areej Nasser Muhajab
,
Isabella A. White
,
Gabriel Wong
,
Luis Espinosa-Anke
,
Leonardo Neves
,
Francesco Barbieri
,
Jose Camacho-Collados
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Twitter Topic Classification
Social media platforms host discussions about a wide variety of topics that arise everyday. Making sense of all the content and …
Dimosthenis Antypas
,
Asahi Ushio
,
Jose Camacho-Collados
,
Vitor Silva
,
Leonardo Neves
,
Francesco Barbieri
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