1. Advanced error type classification via Grammatical Error Correction (GEC, especially transformer-based Neural machine translation (NMT) approaches)
2. Advanced evaluation of students' written production
[nlp/ml] Automated Essay Scoring (AES based on error analysis)
[nlp/ml/dl] Similarity-based evaluation with Gold Standard
[dl] Identification of argumentative elements without Gold Standard
3. Creating benchmark datasets in tasks related to commonsense reasoning and developing robust evaluation protocols
4. In a broad sense, promoting/democratizing trustworthy, interpretable and socially beneficial Artificiel Intelligence
L’Attention est-elle de l’Explication ? Une Introduction au Débat
29e conférence sur le Traitement automatique des Langues Naturelles (TALN), 2022
Adrien Bibal, Rémi Cardon, David Alfter, Rodrigo Wilkens, Xiaoou Wang, Thomas François, Patrick Watrin
FABRA: French Aggregator-Based Readability Assessment toolkit
Language Resources and Evaluation Conference (LREC), 2022
Rodrigo Wilkens, David Alfter, Xiaoou Wang, Alice Pintard, Anaïs Tack, Kevin Yancey, Thomas François
Textual similarity measurement for automatic evaluation of students'
answers
Actes de la 28e Conférence sur le Traitement Automatique des Langues
Naturelles.
Atelier DÉfi Fouille de Textes (DEFT) (pp. 63-71)
Xiaoou Wang, Xingyu Liu, Yimei Yue