Search Results for author: Benjamin Muller

Found 19 papers, 8 papers with code

ELMoLex: Connecting ELMo and Lexicon Features for Dependency Parsing

no code implementations CONLL 2018 Ganesh Jawahar, Benjamin Muller, Amal Fethi, Louis Martin, {\'E}ric Villemonte de la Clergerie, Beno{\^\i}t Sagot, Djam{\'e} Seddah

We augment the deep Biaffine (BiAF) parser (Dozat and Manning, 2016) with novel features to perform competitively: we utilize an indomain version of ELMo features (Peters et al., 2018) which provide context-dependent word representations; we utilize disambiguated, embedded, morphosyntactic features from lexicons (Sagot, 2018), which complements the existing feature set.

Dependency Parsing Language Modelling

Enhancing BERT for Lexical Normalization

no code implementations WS 2019 Benjamin Muller, Benoit Sagot, Djam{\'e} Seddah

In this article, focusing on User Generated Content (UGC), we study the ability of BERT to perform lexical normalisation.

Language Modelling Lexical Normalization

Les mod\`eles de langue contextuels Camembert pour le fran\ccais : impact de la taille et de l'h\'et\'erog\'en\'eit\'e des donn\'ees d'entrainement (C AMEM BERT Contextual Language Models for French: Impact of Training Data Size and Heterogeneity )

no code implementations JEPTALNRECITAL 2020 Louis Martin, Benjamin Muller, Pedro Javier Ortiz Su{\'a}rez, Yoann Dupont, Laurent Romary, {\'E}ric Villemonte de la Clergerie, Beno{\^\i}t Sagot, Djam{\'e} Seddah

L{'}utilisation pratique de ces mod{\`e}les {---} dans toutes les langues sauf l{'}anglais {---} {\'e}tait donc limit{\'e}e. La sortie r{\'e}cente de plusieurs mod{\`e}les monolingues fond{\'e}s sur BERT (Devlin et al., 2019), notamment pour le fran{\c{c}}ais, a d{\'e}montr{\'e} l{'}int{\'e}r{\^e}t de ces mod{\`e}les en am{\'e}liorant l{'}{\'e}tat de l{'}art pour toutes les t{\^a}ches {\'e}valu{\'e}es.

SENTS

First Align, then Predict: Understanding the Cross-Lingual Ability of Multilingual BERT

1 code implementation EACL 2021 Benjamin Muller, Yanai Elazar, Benoît Sagot, Djamé Seddah

Such transfer emerges by fine-tuning on a task of interest in one language and evaluating on a distinct language, not seen during the fine-tuning.

Language Modelling Zero-Shot Cross-Lingual Transfer

Cross-Lingual Open-Domain Question Answering with Answer Sentence Generation

no code implementations14 Oct 2021 Benjamin Muller, Luca Soldaini, Rik Koncel-Kedziorski, Eric Lind, Alessandro Moschitti

Our cross-lingual generative system outperforms answer sentence selection baselines for all 5 languages and monolingual generative pipelines for three out of five languages studied.

Answer Generation Generative Question Answering +3

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