7 citations · 13 across the 5 of their papers we have counts for
5 papers
Multilingual Clinical NER: Translation or Cross-lingual Transfer?
Xavier Fontaine, Félix Gaschi, Parisa Rastin +1
Natural language tasks like Named Entity Recognition (NER) in the clinical domain on non-English texts can be very time-consuming and expensive due to the lack of annotated data. C…
Exploring the Relationship between Alignment and Cross-lingual Transfer in Multilingual Transformers
Félix Gaschi, Patricio Cerda, Parisa Rastin +1
Without any explicit cross-lingual training data, multilingual language models can achieve cross-lingual transfer. One common way to improve this transfer is to perform realignment…
Multilingual Transformer Encoders: a Word-Level Task-Agnostic Evaluation
Félix Gaschi, François Plesse, Parisa Rastin +1
Some Transformer-based models can perform cross-lingual transfer learning: those models can be trained on a specific task in one language and give relatively good results on the sa…
Experiments on transfer learning architectures for biomedical relation extraction
Walid Hafiane, Joel Legrand, Yannick Toussaint +1
Relation extraction (RE) consists in identifying and structuring automatically relations of interest from texts. Recently, BERT improved the top performances for several NLP tasks,…
Mining for adverse drug events with formal concept analysis
Alexander Estacio-Moreno, Yannick Toussaint, Cédric Bousquet
The pharmacovigilance databases consist of several case reports involving drugs and adverse events (AEs). Some methods are applied consistently to highlight all signals, i.e. all s…