Pierre-Antoine Lequeu

Pierre-Antoine Lequeu

PhD Student in Natural Language Processing

Publications

find my articles (and more) on my Google Scholar profile.

Conference Papers

The GDN-CC Dataset: Automatic Corpus Clarification for AI-enhanced Democratic Citizen Consultations

Published in ACL, 2026

Preprint - We introduce Corpus Clarification, a preprocessing framework of citizens consultation data which allow for ethical downstream analysis. We share a manually-annotated dataset based on the 2019 French consultation ‘Grand Débat National’, and a large automatically annotated dataset using SLMs finetuned for the task.

Recommended citation: Lequeu, P. A., Labat, L., Cave, L., Lejeune, G., Yvon, F., & Piwowarski, B. (2026). The GDN-CC Dataset: Automatic Corpus Clarification for AI-enhanced Democratic Citizen Consultations. arXiv preprint arXiv:2601.14944.
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Fairbeat: Assessing and Mitigating Bias with the Composite Balance Score

Published in ECML-PKKD (Demo Track), 2025

Proceedings - A user interface for social bias evaluation in tabular datasets.

Recommended citation: Lequeu, P. A., Lagraa, S., Robin, G., & Ouedraogo, M. (2025, September). Fairbeat: Assessing and Mitigating Bias with the Composite Balance Score. In Joint European Conference on Machine Learning and Knowledge Discovery in Databases (pp. 475-480). Cham: Springer Nature Switzerland.
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French Conferences Papers