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20232025
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cs.CL2025

ReGLA: Refining Gated Linear Attention

Peng Lu, Ivan Kobyzev, Mehdi Rezagholizadeh +2

Recent advancements in Large Language Models (LLMs) have set themselves apart with their exceptional performance in complex language modelling tasks. However, these models are also…

cs.CL2024

CHARP: Conversation History AwaReness Probing for Knowledge-grounded Dialogue Systems

Abbas Ghaddar, David Alfonso-Hermelo, Philippe Langlais +3

In this work, we dive deep into one of the popular knowledge-grounded dialogue benchmarks that focus on faithfulness, FaithDial. We show that a significant portion of the FaithDial…

cs.CL2024

EUROPA: A Legal Multilingual Keyphrase Generation Dataset

Olivier Salaün, Frédéric Piedboeuf, Guillaume Le Berre +2

Keyphrase generation has primarily been explored within the context of academic research articles, with a particular focus on scientific domains and the English language. In this w…

cs.CL2024

On Evaluation Protocols for Data Augmentation in a Limited Data Scenario

Frédéric Piedboeuf, Philippe Langlais

Textual data augmentation (DA) is a prolific field of study where novel techniques to create artificial data are regularly proposed, and that has demonstrated great efficiency on s…

cs.CL2024

On the importance of Data Scale in Pretraining Arabic Language Models

Abbas Ghaddar, Philippe Langlais, Mehdi Rezagholizadeh +1

Pretraining monolingual language models have been proven to be vital for performance in Arabic Natural Language Processing (NLP) tasks. In this paper, we conduct a comprehensive st…