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Silvia Terragni
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Pre-training is a hot topic: Contextualized document embeddings improve topic coherence
F Bianchi, S Terragni, D Hovy
Proceedings of the 59th Annual Meeting of the Association for Computational …, 2021
2602021
Cross-lingual Contextualized Topic Models with Zero-shot Learning
F Bianchi, S Terragni, D Hovy, D Nozza, E Fersini
Proceedings of the 16th Conference of the European Chapter of the …, 2021
1432021
OCTIS: Comparing and optimizing topic models is simple!
S Terragni, E Fersini, BG Galuzzi, P Tropeano, A Candelieri
Proceedings of the 16th Conference of the European Chapter of the …, 2021
1022021
Contrastive Language–Image Pre-training for the Italian
F Bianchi, G Attanasio, R Pisoni, S Terragni, G Sarti, D Balestri
35*2023
Word embedding-based topic similarity measures
S Terragni, E Fersini, E Messina
International Conference on Applications of Natural Language to Information …, 2021
252021
Contrastive language and vision learning of general fashion concepts
PJ Chia, G Attanasio, F Bianchi, S Terragni, AR Magalhães, D Goncalves, ...
Scientific Reports 12 (1), 18958, 2022
24*2022
Constrained relational topic models
S Terragni, E Fersini, E Messina
Information Sciences 512, 581-594, 2020
202020
Which matters most? comparing the impact of concept and document relationships in topic models
S Terragni, D Nozza, E Fersini, M Enza
Proceedings of the First Workshop on Insights from Negative Results in NLP …, 2020
102020
An empirical analysis of topic models: Uncovering the relationships between hyperparameters, document length and performance measures
S Terragni, E Fersini
Proceedings of the International Conference on Recent Advances in Natural …, 2021
62021
In-Context Learning User Simulators for Task-Oriented Dialog Systems
S Terragni, M Filipavicius, N Khau, B Guedes, A Manso, R Mathis
arXiv preprint arXiv:2306.00774, 2023
52023
OCTIS 2.0: Optimizing and Comparing Topic Models in Italian Is Even Simpler!
S Terragni, E Fersini, E Fersini
CLiC-it, 2021
32021
BETOLD: A Task-Oriented Dialog Dataset for Breakdown Detection
S Terragni, B Guedes, A Manso, M Filipavicius, N Khau, R Mathis
Proceedings of the Second Workshop on When Creative AI Meets Conversational …, 2022
22022
The role of hyper-parameters in relational topic models: Prediction capabilities vs topic quality
S Terragni, A Candelieri, E Fersini
Information Sciences 632, 252-268, 2023
12023
Reliable LLM-based User Simulator for Task-Oriented Dialogue Systems
I Sekulić, S Terragni, V Guimarães, N Khau, B Guedes, M Filipavicius, ...
arXiv preprint arXiv:2402.13374, 2024
2024
Contrastive language and vision learning of general fashion concepts (vol 13, 1286, 2023)
PJ Chia, G Attanasio, F Bianchi, S Terragni, AR Magalhaes, D Goncalves, ...
SCIENTIFIC REPORTS 13 (1), 2023
2023
Modeling Relational and Contextual Information into Topic Models and their Evaluation
S Terragni
Universitā degli Studi di Milano-Bicocca, 2022
2022
One Configuration to Rule Them All? Towards Hyperparameter Transfer in Topic Models using Multi-Objective Bayesian Optimization
S Terragni, I Harrando, P Lisena, R Troncy, E Fersini
arXiv preprint arXiv:2202.07631, 2022
2022
Modeling Knowledge Incorporation into Topic Models and their Evaluation
S Terragni
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Articles 1–18