Florian Le Bronnec

According to our database, Florian Le Bronnec authored at least 10 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Beyond pass@k: Redundancy-Aware RLVR for Multi-Sample Code Generation.

Florian Le Bronnec, Alexandre Verine, Rio Yokota, Benjamin Négrevergne

CoRR, May, 2026

Equalized Generative Treatment: Matching f-divergences for Fairness in Generative Models.

Alexandre Verine, Rafael Pinot, Florian Le Bronnec

CoRR, February, 2026

2025

Reliability in generative language models: efficiency, faithfulness and coverage. (fiabilité des modèles de langage génératifs: efficacité, fidélité et couverture).

Florian Le Bronnec

PhD thesis, 2025

SCOPE : un cadre d'entrainement auto-supervisé pour améliorer la fidélité dans la génération conditionnelle de texte.

Song Duong, Florian Le Bronnec, Alexandre Allauzen, Vincent Guigue, Alberto Lumbreras, Laure Soulier, Patrick Gallinari

Proceedings of the Actes des 32ème Conférence sur le Traitement Automatique des Langues Naturelles, 2025

Improving Discriminator Guidance in Diffusion Models.

Alexandre Verine, Mehdi Inane, Florian Le Bronnec, Benjamin Négrevergne, Yann Chevaleyre

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2025

Improving Diversity in Language Models: When Temperature Fails, Change the Loss.

Alexandre Verine, Florian Le Bronnec, Kunhao Zheng, Alexandre Allauzen, Yann Chevaleyre, Benjamin Négrevergne

Proceedings of the Forty-second International Conference on Machine Learning, 2025

SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation.

Song Duong, Florian Le Bronnec, Alexandre Allauzen, Vincent Guigue, Alberto Lumbreras, Laure Soulier, Patrick Gallinari

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

LOCOST: Modèles Espace-État pour le Résumé Abstractif de Documents Longs.

Florian Le Bronnec, Song Duong, Alexandre Allauzen, Vincent Guigue, Alberto Lumbreras, Laure Soulier, Patrick Gallinari

Proceedings of the Actes de la 31ème Conférence sur le Traitement Automatique des Langues Naturelles, 2024

LOCOST: State-Space Models for Long Document Abstractive Summarization.

Florian Le Bronnec, Song Duong, Mathieu Ravaut, Alexandre Allauzen, Nancy F. Chen, Vincent Guigue, Alberto Lumbreras, Laure Soulier, Patrick Gallinari

Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics, 2024

Exploring Precision and Recall to assess the quality and diversity of LLMs.

Florian Le Bronnec, Alexandre Verine, Benjamin Négrevergne, Yann Chevaleyre, Alexandre Allauzen

Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2024