Exploring Precision and Recall to assess the quality and diversity of LLMs. - Florian Le Bronnec; Alexandre Verine; Benjamin Négrevergne; Yann Chevaleyre; Alexandre Allauzen (ACL (1), 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 (EACL (1), 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 (TALN (2), 2024)

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 (ICLR, 2025)

Improving Discriminator Guidance in Diffusion Models. - Alexandre Verine; Mehdi Inane; Florian Le Bronnec; Benjamin Négrevergne; Yann Chevaleyre (CoRR, 2025)