Archivio Istituzionale della RicercaGIOBERGIA, FLAVIO
GIOBERGIA, FLAVIO
Dipartimento di Automatica e Informatica
036130
Analysis Of Linguistic Stereotypes in Single and Multi-Agent Generative AI Architectures
In corso di stampa Ullasci, Martina; Rondina, Marco; Coppola, Riccardo; Giobergia, Flavio; Bellanca, Riccardo; Mancari Pasi, Gabriele; Prato, Luca; Spinoso, Federico; Tagliente, Silvia
Do Multi-Agent LLMs Improve Test Generation? A Study of Coverage, Mutation Score, and Cost
In corso di stampa Coppola, Riccardo; Fulcini, Tommaso; Giobergia, Flavio; Randino, Davide; Roman, Marco; Scolaro, Erik; Aceto, Luigi; Ilaria Favero, Isabella
Automated Black-Box Testing: A Comparative Study of LLM Agent Architectures and Prompt Engineering
2026 Arnaudo, Anna; Coppola, Riccardo; Morisio, Maurizio; Giobergia, Flavio; Nguyen, Van-Thanh; Chen, Enrico; Ma, Xiaoning; Ji, Xiaoquan; Mai, Minh-Thai
Can Humans Dream of Electric Sheep? Human-Written Samples for Fine-Grained Vision-and-Language Hallucination Benchmarking
2026 Mickus, Timothee; Savelli, Claudio; Calò, Eduardo; Raimond, Emilio; Frank, Stella; Luo, Hengyu; Giobergia, Flavio; Segonne, Vincent; Li, Chuyuan; Sinha, Aman; Vaiani, Lorenzo; Tiedemann, Jörg; Vázquez, Raúl
Differentiable Synthetic Dataset Generation for Non-Trivial Regression Tasks
2026 Giobergia, Flavio; Savelli, Claudio
Enhancing Software Maintainability through LLM-Assisted Code Refactoring
2026 Fulcini, Tommaso; Coppola, Riccardo; Giobergia, Flavio; Changizi, Amirali; Dashti, Meelad; Dorrani, Kimia; Amalfitano, Domenico; Distante, Damiano; Ricca, Filippo
FAME: Fictional actors for multilingual erasure
2026 Savelli, Claudio; La Quatra, Moreno; Koudounas, Alkis; Giobergia, Flavio
MALTO at FadeIT: A BERT-Based System for Multi-Label Fallacy Detection in Italian Social Media
2026 Salami, Matin; Rodia, Luca Maria; Schiau, Vladimir; Munis, Evren Ayberk; Savelli, Claudio; Giobergia, Flavio
MALTO at SemEval-2026 task 13: Detecting human, AI, and hybrid code via hard negative mining and curriculum-driven ensembles
2026 Arslan, Huseyin Arda; Munis, Evren Ayberk; Khudonogov, Timofei; Akgun, Mert; Besli, Murat; Meherrem, Ayhan; Savelli, Claudio; Giobergia, Flavio
MINDS at SemEval-2026 Task 9: A Multi-Paradigm Approach to Cross-Lingual Polarization Detection
2026 Iannielli, Angelo; Maroli, Samuele; Roberto, Marco; Sammartino, Stefano; Vacirca, Valentino; Savelli, Claudio; Coppola, Riccardo; Giobergia, Flavio
MINDS at SemEval-2026-Task 13: Robust Detection of Machine-Generated Code under Distribution Shift
2026 Buccelli Giorgia, Rosalia; Coviello, Antonella; Holota, Alexandra Elena; Scaglione, Marco; Scalora, Simone; Savelli, Claudio; Coppola, Riccardo; Giobergia, Flavio
MINDS at SemEval-2026-Task 1: Enhancing Humor Generation through RAG and Synthetic DPO Alignment
2026 Eskandari, Sina; Mousavi Seyed, Amirreza; Rahimi, Amirreza; Pouresmaeil, Mona; Vitaggio, Marcello; Savelli, Claudio; Coppola, Riccardo; Giobergia, Flavio
On the Evaluation of Machine Unlearning Methods: A Multi-domain Classification Benchmark
2026 D'Angelo, Andrea; Savelli, Claudio; Giobergia, Flavio; Baralis, Elena Maria; Stilo, Giovanni
Svela at evalita 2026: Overview of the selective verification of erasure from llm answers task
2026 Savelli, Claudio; La Quatra, Moreno; Koudounas, Alkis; Giobergia, Flavio
UnSLU-BENCH+: Extended Machine Unlearning Benchmark for Spoken Language Understanding
2026 Savelli, Claudio; Koudounas, Alkis; Giobergia, Flavio; Baralis, Elena Maria
"Alexa, can you forget me?" Machine Unlearning Benchmark in Spoken Language Understanding
2025 Koudounas, Alkis; Savelli, Claudio; Giobergia, Flavio; Baralis, Elena
A Conceptual Map for Exploring the Landscape of Large Language Models
2025 Pierri, Francesco; Bernasconi, Anna; Giobergia, Flavio; Savelli, Claudio; Baralis, Elena; Cagliero, Luca; Ceri, Stefano
A Synthetic Benchmark to Explore Limitations of Localized Drift Detections
2025 Giobergia, Flavio; Pastor, Eliana; de Alfaro, Luca; Baralis, Elena
Detecting Interpretable Subgroup Drifts
2025 Giobergia, Flavio; Pastor, Eliana; De Alfaro, Luca; Baralis, Elena
ERASURE: A Modular and Extensible Framework for Machine Unlearning
2025 D'Angelo, Andrea; Savelli, Claudio; Tagliente, Gabriele; Giobergia, Flavio; Baralis, Elena; Stilo, Giovanni
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Analysis Of Linguistic Stereotypes in Single and Multi-Agent Generative AI Architectures / Ullasci, M., Rondina, M., Coppola, R., Giobergia, F., Bellanca, R., Mancari Pasi, G., Prato, L., Spinoso, F., Tagliente, S.. - ELETTRONICO. - (In corso di stampa). (ACM International Conference on the Foundations of Software Engineering (FSE) - 2nd Intersectionality and Software Engineering Workshop Montreal (CA) 05-09/07/2026). | In corso di stampa | Martina UllasciMarco RondinaRiccardo CoppolaFlavio Giobergia + | dialect final doi.pdf |
| Do Multi-Agent LLMs Improve Test Generation? A Study of Coverage, Mutation Score, and Cost / Coppola, R., Fulcini, T., Giobergia, F., Randino, D., Roman, M., Scolaro, E., Aceto, L., Ilaria Favero, I.. - (In corso di stampa). (Euromicro Conference on Software Engineering and Advanced Applications Kracow (POL) September 02 – 04, 2026). | In corso di stampa | Riccardo CoppolaTommaso FulciniFlavio GiobergiaDavide RandinoMarco Roman + | SEAA_PAPER_TESTING.pdf |
| Automated Black-Box Testing: A Comparative Study of LLM Agent Architectures and Prompt Engineering / Arnaudo, A., Coppola, R., Morisio, M., Giobergia, F., Nguyen, V., Chen, E., Ma, X., Ji, X., Mai, M.. - ELETTRONICO. - (2026), pp. 29-36. (19th IEEE International Conference on Software Testing, Verification and Validation (ICST) 2026 Daejeon (KOR) 18-22nd May 2026) [10.1109/ICSTW72326.2026.00018]. | 1-gen-2026 | Anna ArnaudoRiccardo CoppolaMaurizio MorisioFlavio GiobergiaVan-Thanh NguyenEnrico Chen + | ASTA_2026____Automated_Black_Box_Testing__A_Comparative_Study_of_LLM_Agent_Architectures_and_Prompt_Engineering (5).pdf; Automated_Black-Box_Testing_A_Comparative_Study_of_LLM_Agent_Architectures_and_Prompt_Engineering.pdf |
| Can Humans Dream of Electric Sheep? Human-Written Samples for Fine-Grained Vision-and-Language Hallucination Benchmarking / Mickus, T., Savelli, C., Calò, E., Raimond, E., Frank, S., Luo, H., Giobergia, F., Segonne, V., Li, C., Sinha, A., Vaiani, L., Tiedemann, J., Vázquez, R.. - (2026). (The 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP 2026) ). | 1-gen-2026 | Savelli ClaudioGiobergia FlavioVaiani Lorenzo + | - |
| Differentiable Synthetic Dataset Generation for Non-Trivial Regression Tasks / Giobergia, F., Savelli, C.. - (2026). (10th International Workshop on Data Analytics Solutions for Real-Life Applications (DARLI-AP 2026) ). | 1-gen-2026 | Giobergia FlavioSavelli Claudio | - |
| Enhancing Software Maintainability through LLM-Assisted Code Refactoring / Fulcini, T., Coppola, R., Giobergia, F., Changizi, A., Dashti, M., Dorrani, K., Amalfitano, D., Distante, D., Ricca, F.. - ELETTRONICO. - 16361:(2026), pp. 153-168. (26th International Conference on Product-Focused Software Process Improvement Salerno (ITA) 1-3 Dicembre 2025) [10.1007/978-3-032-12089-2_10]. | 1-gen-2026 | Tommaso FulciniRiccardo CoppolaFlavio GiobergiaFilippo Ricca + | Profes_paper.pdf; 978-3-032-12089-2_10.pdf |
| FAME: Fictional actors for multilingual erasure / Savelli, C., La Quatra, M., Koudounas, A., Giobergia, F.. - 11:(2026), pp. 2557-2566. (The Fifteenth Language Resources and Evaluation Conference (LREC 2026) ). | 1-gen-2026 | Savelli ClaudioLa Quatra MorenoKoudounas AlkisGiobergia Flavio | - |
| MALTO at FadeIT: A BERT-Based System for Multi-Label Fallacy Detection in Italian Social Media / Salami, M., Rodia, L.M., Schiau, V., Munis, E.A., Savelli, C., Giobergia, F.. - (2026). (EVALITA 2026 9th Evaluation Campaign of Natural Language Processing and Speech Tools for Italian ). | 1-gen-2026 | Salami MatinRodia LucaSchiau VladimirMunis Evren AyberkSavelli ClaudioGiobergia Flavio | - |
| MALTO at SemEval-2026 task 13: Detecting human, AI, and hybrid code via hard negative mining and curriculum-driven ensembles / Arslan, H.A., Munis, E.A., Khudonogov, T., Akgun, M., Besli, M., Meherrem, A., Savelli, C., Giobergia, F.. - (2026), pp. 2413-2420. (20th International Workshop on Semantic Evaluation (SemEval-2026) ). | 1-gen-2026 | Arslan HuseyinMunis Evren AyberkAkgun MertBesli MuratMeherrem AyhanSavelli ClaudioGiobergia Flavio + | - |
| MINDS at SemEval-2026 Task 9: A Multi-Paradigm Approach to Cross-Lingual Polarization Detection / Iannielli, A., Maroli, S., Roberto, M., Sammartino, S., Vacirca, V., Savelli, C., Coppola, R., Giobergia, F.. - (2026), pp. 2475-2486. (20th International Workshop on Semantic Evaluation (SemEval-2026) ). | 1-gen-2026 | Sammartino StefanoSavelli ClaudioCoppola RiccardoGiobergia Flavio + | - |
| MINDS at SemEval-2026-Task 13: Robust Detection of Machine-Generated Code under Distribution Shift / Buccelli Giorgia, R., Coviello, A., Holota, A.E., Scaglione, M., Scalora, S., Savelli, C., Coppola, R., Giobergia, F.. - (2026), pp. 3080-3088. (20th International Workshop on Semantic Evaluation (SemEval-2026) ). | 1-gen-2026 | Coviello AntonellaHolota Alexandra ElenaScaglione MarcoSavelli ClaudioCoppola RiccardoGiobergia Flavio + | - |
| MINDS at SemEval-2026-Task 1: Enhancing Humor Generation through RAG and Synthetic DPO Alignment / Eskandari, S., Mousavi Seyed, A., Rahimi, A., Pouresmaeil, M., Vitaggio, M., Savelli, C., Coppola, R., Giobergia, F.. - (2026), pp. 2967-2971. (20th International Workshop on Semantic Evaluation (SemEval-2026) ). | 1-gen-2026 | Eskandari SinaSavelli ClaudioCoppola RiccardoGiobergia Flavio + | - |
| On the Evaluation of Machine Unlearning Methods: A Multi-domain Classification Benchmark / D'Angelo, A., Savelli, C., Giobergia, F., Baralis, E.M., Stilo, G.. - In: MACHINE LEARNING. - ISSN 0885-6125. - 115:7(2026). | 1-gen-2026 | Savelli ClaudioGiobergia FlavioBaralis Elena + | - |
| Svela at evalita 2026: Overview of the selective verification of erasure from llm answers task / Savelli, C., La Quatra, M., Koudounas, A., Giobergia, F.. - (2026). (EVALITA 2026 9th Evaluation Campaign of Natural Language Processing and Speech Tools for Italian ). | 1-gen-2026 | Savelli ClaudioLa Quatra MorenoKoudounas AlkisGiobergia Flavio | - |
| UnSLU-BENCH+: Extended Machine Unlearning Benchmark for Spoken Language Understanding / Savelli, C., Koudounas, A., Giobergia, F., Baralis, E.M.. - In: IEEE TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING. - ISSN 2998-4173. - (2026). | 1-gen-2026 | Savelli ClaudioKoudounas AlkisGiobergia FlavioBaralis Elena | - |
| "Alexa, can you forget me?" Machine Unlearning Benchmark in Spoken Language Understanding / Koudounas, A., Savelli, C., Giobergia, F., Baralis, E.. - (2025), pp. 1768-1772. (Interspeech 2025 Rotterdam (NL) 17-21 August, 2025) [10.21437/Interspeech.2025-2607]. | 1-gen-2025 | Alkis KoudounasClaudio SavelliFlavio GiobergiaElena Baralis | koudounas25c_interspeech.pdf |
| A Conceptual Map for Exploring the Landscape of Large Language Models / Pierri, F., Bernasconi, A., Giobergia, F., Savelli, C., Baralis, E., Cagliero, L., Ceri, S.. - In: IEEE ACCESS. - ISSN 2169-3536. - 13:(2025), pp. 190735-190744. [10.1109/ACCESS.2025.3629334] | 1-gen-2025 | Flavio GiobergiaClaudio SavelliElena BaralisLuca Cagliero + | - |
| A Synthetic Benchmark to Explore Limitations of Localized Drift Detections / Giobergia, F., Pastor, E., de Alfaro, L., Baralis, E.. - 15013:(2025), pp. 101-110. (DELTA 2024 - Workshop at KDD 2024 Barcelona (ESP) August 26, 2024) [10.1007/978-3-031-82346-6_7]. | 1-gen-2025 | Giobergia, FlavioPastor, ElianaBaralis, Elena + | Giobergia_2025_a_synthetic.pdf; 2408.14687v1.pdf |
| Detecting Interpretable Subgroup Drifts / Giobergia, F., Pastor, E., De Alfaro, L., Baralis, E.. - 1:(2025), pp. 366-377. (31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2025 Toronto ON (CAN) August 3 - 7, 2025) [10.1145/3690624.3709259]. | 1-gen-2025 | Giobergia, FlavioPastor, Elianade Alfaro, LucaBaralis, Elena | 2025_KDD___Detecting_Interpretable_Subgroup_Drifts-3.pdf; 3690624.3709259.pdf |
| ERASURE: A Modular and Extensible Framework for Machine Unlearning / D'Angelo, A., Savelli, C., Tagliente, G., Giobergia, F., Baralis, E., Stilo, G.. - (2025), pp. 6346-6350. (CIKM '25: The 34th ACM International Conference on Information and Knowledge Management Seoul (KOR) November 10-14, 2025) [10.1145/3746252.3761627]. | 1-gen-2025 | Savelli, ClaudioGiobergia, FlavioBaralis, Elena + | 3746252.3761627.pdf |