Luana Bulla — accepted AI-conference papers

2025

GRAMMAR-LLM: Grammar-Constrained Natural Language Generation

Gabriele Tuccio, Luana Bulla, Maria Madonia, Aldo Gangemi, Misael Mongiovì

ACL 2025finding

Large Language Models have achieved impressive performance across various natural language generation tasks. However, their lack of a reliable control mechanism limits their effectiveness in applications that require strict adherence to predefined taxonomies, syntactic structures, or domain-specific…

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2023

Towards Distribution-shift Robust Text Classification of Emotional Content

Luana Bulla, Aldo Gangemi, Misael Mongiovi’

ACL 2023findings

Supervised models based on Transformers have been shown to achieve impressive performances in many natural language processing tasks. However, besides requiring a large amount of costly manually annotated data, supervised models tend to adapt to the characteristics of the training dataset, which are…

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