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Found 11 papers, 4 papers with code
MultiLexNorm: A Shared Task on Multilingual Lexical Normalization
This task is beneficial for downstream analysis, as it provides a way to harmonize (often spontaneous) linguistic variation.
Cross-Lingual GenQA: Open-Domain Question Answering with Answer Sentence Generation
Recent approaches for question answering systems have achieved impressive performance on English by combining document-level retrieval with answer generation.
First Align, then Predict: Understanding the Cross-Lingual Ability of Multilingual BERT
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.
When Being Unseen from mBERT is just the Beginning: Handling New Languages With Multilingual Language Models
Focusing on the latter, we show that this failure to transfer is largely related to the impact of the script used to write such languages.
Building a User-Generated Content North-African Arabizi Treebank: Tackling Hell
We introduce the first treebank for a romanized user-generated content variety of Algerian, a North-African Arabic dialect known for its frequent usage of code-switching.
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 )
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.
Establishing a New State-of-the-Art for French Named Entity Recognition
The French TreeBank developed at the University Paris 7 is the main source of morphosyntactic and syntactic annotations for French.
Can Multilingual Language Models Transfer to an Unseen Dialect? A Case Study on North African Arabizi
Building natural language processing systems for non standardized and low resource languages is a difficult challenge.
CamemBERT: a Tasty French Language Model
We show that the use of web crawled data is preferable to the use of Wikipedia data.
Ranked #1 on
Dependency Parsing
on French GSD
Enhancing BERT for Lexical Normalization
In this article, focusing on User Generated Content (UGC), we study the ability of BERT to perform lexical normalisation.
ELMoLex: Connecting ELMo and Lexicon Features for Dependency Parsing
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.
