📰 Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop 2026: all accepted papers

72 papers · the most cited first · ← Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop 2026

1. AC/DG at Cruciverb-IT: Retrieval-Based Approaches for Italian Crossword Clue AnsweringAli Yassine, Claudio Savelli, Davide Napolitano et al.our summary
2. AIWizards at MULTIPRIDE: A Hierarchical Approach to Slur Reclamation DetectionLuca Tedeschini, Matteo Fasuloour summary
3. AMSN at PFB: Overview of the Automated Multilingual Economics Question Answering TaskAli Saleh Mohammadabad, Mehregan Nazarmohsenifakoriour summary
4. ATE-IT at EVALITA 2026: Overview of the Automatic Term Extraction Italian Testbed Task ↗Nicola Cirillo, Giorgio Maria Di Nunzio, Federica Vezzani
5. AVAHI at MultiPRIDE: Multilingual Reclaimed Language Detection via Knowledge Graphs and Retrieval-Augmented Generation ↗Tania Alcántara, Omar García-Vázquez, José A. Torres-León et al.
6. Challenger at MultiPRIDE: Is It Hate Speech or Reclaimed?Hadi Bayrami Asl Tekanlou, Mahdi Bakhtiyarzadeh, Jafar Razmaraour summary
7. Cruciverb-IT at EVALITA 2026: Overview of the Crossword Solving in Italian Task ↗Cristiano Ciaccio, Gabriele Sarti, Alessio Miaschi et al.
8. DIAG-Sapienza at GSI:detect: Joint Detection and Classification of Gender Stereotypes with Structured Prompting and Fine-TuningOlga E. Sorokoletova, Emanuele Musumeci, Daniele Nardiour summary
9. DSBKTE at ATE-IT: From Token Classification to Zero-Shot Generation: Two Approaches to Italian ATE at EVALITA 2026Danil Smirnov, Bita Khashechian, Giorgio Maria Di Nunzioour summary
10. DataSummit at MultiPRIDE: Context-Aware Multilingual Detection of Slur Reclamation in LGBTQ+ Contexts ↗Federico Dingeo, Marco Viviani
11. DeSegMa-IT at EVALITA 2026: Overview of the “Detection and Segmentation of Machine Generated Texts in Italian”Giovanni Puccetti, Andrea Pedrotti, Andrea Esuliour summary
12. EVALITA 2026: Overview of the 9th evaluation campaign of natural language processing and speech tools for italian ↗Francesco Cutugno, Alessio Miaschi, Alessio Palmero Aprosio et al.
13. EVWSD-ITA at EVALITA 2026: Overview of the Enhanced Visual Word Sense Disambiguation for Italian TaskElio Musacchio, Lucia Siciliani, Pierpaolo Basile et al.our summary
14. Eraserhead at SVELA: Detecting LLM Forgetting via Logit-Space Statistics ↗Matteo Berta, Tania Cerquitelli
15. FFT-UniBa at Cruciverb-IT: Special Length Tokens and CSP for Italian Crossword SolvingAndrea Porcelli, Filippo Di Gravina, Emanuele Fontana et al.our summary
16. FadeIT at EVALITA 2026: Overview of the Fallacy Detection in Italian Social Media Texts TaskAlan Ramponi, Sara Tonelliour summary
17. Festa at GSI:detect: In-Context Learning vs. Fine-Tuning for Gender Stereotype Detection ↗Donato Festa
18. GRUPPETTOZZO at MultiPRIDE: Detecting LGBTQ+ Reclamatory Intent via Context-Aware TransformersFederico Traina, Alessandro Santoro, Gabriele Greco et al.our summary
19. GSI:detect at EVALITA 2026: Overview of the Task on Detecting Gender Stereotypes in Italian ↗Gloria Comandini, Manuela Speranza, Sofia Brenna et al.
20. Ghavidel-Rajabi at MultiPRIDE: Identity, Toxicity, or Complexity? A Language-Specific Feature Selection Approach to Reclamatory Intent DetectionHouman Rajabi, Fatemeh Ghavidel, Kourosh Ghahremaniour summary
21. Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary IdentificationTran Phuoc Thanh Nhan, Bui Hong Son, Dang Van Thinour summary
22. HateItOff at MultiPRIDE: Linguistic and Sentiment Cues in Reclaimed LGBTQ+ Slur Detection ↗Greta Damo, Nicolás Benjamín Ocampo
23. I2C At MultiPRIDE: Transformers And Generative LLMs For Multilingual Reclamation ClassificationLaura Vázquez-Ramos, Jacinto Mata-Vázquez, Victoria Pachón-Álvarezour summary
24. IMPOLS at EVALITA 2026: Overview of the IMPOLS Task ↗Lorenzo Gregori, Walter Paci, Valentina Saccone
25. INDAQA2 - A Large Italian Narrative QA Benchmark: A CALAMITA 2026 Challenge ↗Luca Gioffré, Luca Moroni, Alberte Fernández-Castro et al.
26. INFOTEC-NLP at MultiPRIDE: Region-Aware Transformer Models for Spanish Reclaimed Language Classification ↗Jorge Gleaves, Guillermo Ruiz
27. Ita-Lib at SVELA: Detecting the Forgotten –- Representation-Based Approach for Verifying Machine UnlearningAli Yassine, Hadi Ibrahim, Luca Caglieroour summary
28. JTTE at ATE-IT: A CRF Model with Contextual EmbeddingsJuliette Tonneau, Giorgio Maria Di Nunzioour summary
29. KIT-TIP-NLP at MultiPride: Continual Learning with Multilingual Foundation Model ↗Barathi Ganesh HB, Michal Ptaszynski, Rene Melendez et al.
30. Kenji-Endo: a BabyLM @EVALITACalogero Jerik Scozzaro, Matteo Rinaldi, Gianluca Mittone et al.our summary
31. Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification ↗Tiziano Labruna, Eleni Papadopulos
32. LlaNa at MultiPRIDE: A Fine-Tuning Approach with Cross-Lingual AugmentationAlessio Mercurio, Giorgio Talluto, Irene Siragusa et al.our summary
33. MALTO at FadeIT: A BERT-Based System for Multi-Label Fallacy Detection in Italian Social MediaMatin Salami, Luca M. Rodia, Vladimir Schiau et al.our summary
34. MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning EvaluationEvren A. Munis, Mattia Sabato, Erfan Bayat et al.our summary
35. MINDS at Cruciverb-IT: Solving Italian Crossword Clues with Masked Language Models and Candidate Pooling ↗Flavio Giobergia
36. MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification ↗Flavio Giobergia
37. MINDS at GSI:detect: From Logits to Degrees of Agreement in Gender Stereotype Detection with LLMs ↗Flavio Giobergia
38. MKTE at ATE-IT: CRF-Based Term Extraction for Italian Waste Management Documents ↗Minseok Kim, Giorgio Maria Di Nunzio
39. MilaNLP at MultiPRIDE: Evaluating Lexical, Transformer, and Retrieval-Augmented Models for Reclaimed Language ↗Ivana Crescenzi, Arianna Muti, Debora Nozza
40. MultiPRIDE at EVALITA 2026: Overview of the Multilingual Automatic Detection of Slur Reclamation in the LGBTQ+ Context Task ↗Chiara Ferrando, Lia Draetta, Marco Madeddu et al.
41. NamDang at MultiPride@EVALITA 2026: Multilingual Classification of Reclaimed Language in LGBTQ+ Discourse using Transformer-based Models ↗Nam Dang, Vo Tuan Kiet, Dang Van Thin
42. NetGuardAI at MultiPRIDE: Multilingual Detection of Reclaimed LanguageNoe Come Jacques Le Pollotec, Elena-Simona Apostol, Ciprian-Octavian Truicăour summary
43. Nicla at DeSegMa-IT: DistilBERT for MGT Detection and LightGBM Regressor for HMT Segmentation ↗Nicla Auletta
44. OATE at ATE-IT: A Hybrid Approach for Automatic Terminology Extraction in Italian ↗Omar Arab, Giorgio Maria Di Nunzio
45. PFB at EVALITA 2026: Overview of the Prometeia Financial Benchmark ↗Alessandro P. Bardelli, Tolga Çekiç, Irem Demirtaş et al.
46. Peacemaker at ATE-IT: Automatic term extraction from Italian text for waste management data using encoder model ↗Mahdi Bakhtiyarzadeh, Hadi Bayrami Asl Tekanlou, Jafar Razmara
47. Preface ↗Francesco Cutugno, Alessio Miaschi, Alessio Palmero Aprosio et al.
48. ProverbIT - Easy to complete, hard to choose: A CALAMITA ChallengeEnrico Mensa, Lorenzo Zane, Calogero Jerik Scozzaro et al.our summary
49. PuDy at FadeIT: Enhancing Fine-Grained Fallacy Detection with Hierarchy-Aware Training and Contextual EnrichmentDuy Dang Phu, Son Bui Hong, Dang Van Thinour summary
50. RBG-AI at FadeIT: Prompted LLMs with Label Abstraction for Logical Fallacy DetectionMeenakshi, Jairam R, Reshma U et al.our summary
51. RES2 at IMPOLS 2026: Implicit Content Classification via Span-Awareness, Hierarchical Multi-Task Learning and Synthetic DataSalvatore Spezia, Salvatore Ferrara, Roberto Dioguardi et al.our summary
52. SMTE at ATE-IT: Ensemble Term Extraction with Italian BERT, spaCy, and Vocabulary-Based FilteringSofia Maule, Giorgio Maria Di Nunzioour summary
53. SVELA at EVALITA 2026: Overview of the Selective Verification of Erasure from LLM Answers TaskClaudio Savelli, Moreno La Quatra, Alkis Koudounas et al.our summary
54. SaFe Tweets at MultiPRIDE: From Multi-Model Ensembles to Expert LLMs for Reclamation DetectionSara Visconti, Federica Manziour summary
55. StereoBusters at GSI:detect: LLM-Based Detection and Human Qualitative Analysis of Gender Stereotypes in Italian Short Text ↗Salvatore Greco, Moreno La Quatra, Marta Marchiori Manerba et al.
56. Stochastic Gradient Descenders at DeSegMa-IT: Instruction-Tuned LLM and Token Classification for MGT Detection and Boundary LocalizationHuynh Nguyen Phu, Bui Hong Son, Dang Van Thinour summary
57. TIGRO at FadeIT: E Pluribus Unum – A Multi-task Approach to Fallacy Detection and Span Identification ↗Stefano Atzeni, Gabriele Sarti, Tommaso Caselli et al.
58. Team Prisma at GSI:detect: Comparing PB&J Persona-Based and Few-Shot Approaches to Gender Stereotype Detection at EVALITA 2026 ↗Claudia Zaghi
59. TermNinjas at ATE-IT: Overview of the Term Extraction and Term Variants Clustering Task ↗Zunaira Hasnain, Fashad Ahmed Siddique
60. The Hate Busters at MultiPRIDE: Automatic Identification of Reappropriated Slurs in Multilingual LGBTQ+ Discourse ↗Aurora Ciminelli, Giulia Corvino, Camilla Gentili et al.
61. Tiz at GSI:detect: Modeling Gender Stereotype Detection as Multi-Category Gender Stereotype Scoring ↗Tiziano Labruna
62. TrietNLP at ATE-IT: A Hybrid Pipeline for Italian Waste Management Terminology AnalysisNguyen Minh Triet, Dang Van Thinour summary
63. Tu chiamale se vuoi emozioni: The impact of emotions on disinformation and sexism identificationPaolo Rossoour summary
64. UNIBA at Cruciverb-IT: Solving Italian Crosswords with Encoder–Decoder Models and Beam Search ↗Pierpaolo Basile
65. UniBO-FICLIT at MultiPRIDE: Fine-Tuning an ELECTRA-Based Model for the Detection of Italian Reclaimed Slurs ↗Simone Casazza
66. UniTor at Cruciverb-IT: Retrieval-Augmented Two-Step Reasoning for Italian Crossword Clue AnsweringAndriy Shcherbakov, Danilo Croce, Roberto Basiliour summary
67. UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection ↗Federico Borazio, Giacomo De Luca, Daniele Pasquini et al.
68. UniTor at EVWSD-ITA: Zero-Shot Visual Word Sense Disambiguation via Visual Question-Answering ↗Claudiu D. Hromei, Antonio Scaiella, Danilo Croce et al.
69. UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA ↗Federico Borazio, Seyed Alireza Mousavian Anaraki, Shahid Iqbal Rai et al.
70. Unica at FadeIT: Adapting Large Language Models to Fallacy Identification in Social Networks ↗Matteo Fenu, Maurizio Atzori
71. VVTE at ATE-IT: From Candidates to Terms: Hybrid Italian ATE with Dependency Heuristics, Gemini, and Random Forest FilteringValentine G. L. Vandervoort, Giorgio Maria Di Nunzioour summary
72. priyam_saha17 at SVELA: A Feature-Centric Pipeline for Verifying Selective Forgetting in Large Language ModelsPriyam Sahaour summary

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