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- Centre National de la Recherche ScientifiqueFR125 papers
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9 papers · 2 filters
FlauBERT: Unsupervised Language Model Pre-training for French
Hang Le, Loïc Vial, Jibril Frej +7
Language models have become a key step to achieve state-of-the art results in many different Natural Language Processing (NLP) tasks. Leveraging the huge amount of unlabeled texts…
HireNet: a Hierarchical Attention Model for the Automatic Analysis of Asynchronous Video Job Interviews
Léo Hemamou, Ghazi Felhi, Vincent Vandenbussche +2
New technologies drastically change recruitment techniques. Some research projects aim at designing interactive systems that help candidates practice job interviews. Other studies…
Learning dynamic word embeddings with drift regularisation
Syrielle Montariol, Alexandre Allauzen
Word usage, meaning and connotation change throughout time. Diachronic word embeddings are used to grasp these changes in an unsupervised way. In this paper, we use variants of the…
Exploring sentence informativeness
Syrielle Montariol, Aina Garí Soler, Alexandre Allauzen
This study is a preliminary exploration of the concept of informativeness -how much information a sentence gives about a word it contains- and its potential benefits to building qu…
Terminologies augmented recurrent neural network model for clinical named entity recognition
Ivan Lerner, Nicolas Paris, Xavier Tannier
We aimed to enhance the performance of a supervised model for clinical named-entity recognition (NER) using medical terminologies. In order to evaluate our system in French, we bui…
Survey on Evaluation Methods for Dialogue Systems
Jan Deriu, Alvaro Rodrigo, Arantxa Otegi +4
In this paper we survey the methods and concepts developed for the evaluation of dialogue systems. Evaluation is a crucial part during the development process. Often, dialogue syst…