EVALITA 2026

Table of Contents

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• EVALITA 2026: Overview of the 9th evaluation campaign of natural language processing and speech tools for italian PDF
  Francesco Cutugno, Alessio Miaschi, Alessio Palmero Aprosio, Giulia Rambelli, Lucia Siciliani, Marco Antonio Stranisci
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• Kenji-Endo: a BabyLM @EVALITA PDF
  Calogero Jerik Scozzaro, Matteo Rinaldi, Gianluca Mittone, Marco Antonio Stranisci
• DeSegMa-IT at EVALITA 2026: Overview of the ”Detection and Segmentation of Machine Generated Texts in Italian” PDF
  Giovanni Puccetti, Andrea Pedrotti, Andrea Esuli
• Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification PDF
  Tran Phuoc Thanh Nhan, Bui Hong Son, Dang Van Thin
• MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification PDF
  Flavio Giobergia
• Nicla at DeSegMa-IT: DistilBERT for MGT Detection and LightGBM Regressor for HMT Segmentation PDF
  Nicla Auletta
• Stochastic Gradient Descenders at DeSegMa-IT: Instruction-Tuned LLM and Token Classification for MGT Detection and Boundary Localization PDF
  Huynh Nguyen Phu, Bui Hong Son, Dang Van Thin
• UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection PDF
  Federico Borazio, Giacomo De Luca, Daniele Pasquini, Danilo Croce, Roberto Basili
• GSI:detect at EVALITA 2026: Overview of the Task on Detecting Gender Stereotypes in Italian PDF
  Gloria Comandini, Manuela Speranza, Sofia Brenna, Davide Testa, Stefania Cavagnoli, Bernardo Magnini
• DIAG-Sapienza at GSI:detect: Joint Detection and Classification of Gender Stereotypes with Structured Prompting and Fine-Tuning PDF
  Olga E. Sorokoletova, Emanuele Musumeci, Daniele Nardi
• Festa at GSI:detect: In-Context Learning vs. Fine-Tuning for Gender Stereotype Detection PDF
  Donato Festa
• MINDS at GSI:detect: From Logits to Degrees of Agreement in Gender Stereotype Detection with LLMs PDF
  Flavio Giobergia
• StereoBusters at GSI:detect: LLM-Based Detection and Human Qualitative Analysis of Gender Stereotypes in Italian Short Text PDF
  Salvatore Greco, Moreno La Quatra, Marta Marchiori Manerba, Ricardo Muñoz Sánchez, Alessandra Teresa Cignarella
• Team Prisma at GSI:detect: Comparing PB&J Persona-Based and Few-Shot Approaches to Gender Stereotype Detection at EVALITA 2026 PDF
  Claudia Zaghi
• Tiz at GSI:detect: Modeling Gender Stereotype Detection as Multi-Category Gender Stereotype Scoring PDF
  Tiziano LaBruna
• MultiPRIDE at EVALITA 2026: Overview of the Multilingual Automatic Detection of Slur Reclamation in the LGBTQ+ Context Task PDF
  Chiara Ferrando, Lia Draetta, Marco Madeddu, Mae Sosto, Viviana Patti, Paolo Rosso, Cristina Bosco, Jacinto Mata, Estrella Gualda
• AIWizards at MULTIPRIDE: A Hierarchical Approach to Slur Reclamation Detection PDF
  Luca Tedeschini, Matteo Fasulo
• AVAHI at MultiPRIDE: Multilingual Reclaimed Language Detection via Knowledge Graphs and Retrieval-Augmented Generation PDF
  Tania Alcántara, Omar Garcia-Vazquez, Jose A. Torres-León, Marco Cardoso-Moreno, Diana Jimenez, Luis Moreno-Mendieta
• Challenger at MultiPRIDE: Is It Hate Speech or Reclaimed? PDF
  Hadi Bayrami Asl Tekanlou, Mahdi Bakhtiyarzade, Jafar Razmara
• DataSummit at MultiPRIDE: Context-Aware Multilingual Detection of Slur Reclamation in LGBTQ+ Contexts PDF
  Federico Dingeo, Marco Viviani
• Ghavidel-Rajabi at MultiPRIDE: Identity, Toxicity, or Complexity? A Language-Specific Feature Selection Approach to Reclamatory Intent Detection PDF
  Houman Rajabi, Fatemeh Ghavidel, Kourosh Ghahremani
• GRUPPETTOZZO at MultiPRIDE: Detecting LGBTQ+ Reclamatory Intent via Context-Aware Transformers PDF
  Federico Traina, Alessandro Santoro, Gabriele Greco, Irene Siragusa, Roberto Pirrone
• HateItOff at MultiPRIDE: Linguistic and Sentiment Cues in Reclaimed LGBTQ+ Slur Detection PDF
  Greta Damo, Nicolás Benjamín Ocampo
• I2C At MultiPRIDE: Transformers And Generative LLMs For Multilingual Reclamation Classification PDF
  Laura Vázquez-Ramos, Jacinto Mata-Vázquez, Victoria Pachón-Álvarez
• INFOTEC-NLP at MultiPRIDE: Region-Aware Transformer Models for Spanish Reclaimed Language Classification PDF
  Jorge Gleaves, Guillermo Ruiz
• KIT-TIP-NLP at MultiPride: Continual Learning with Multilingual Foundation Model PDF
  Barathi Ganesh HB, Michal Ptaszynski, Rene Melendez, Juuso Eronen
• LlaNa at MultiPRIDE: A Fine-Tuning Approach with Cross-Lingual Augmentation PDF
  Alessio Mercurio, Giorgio Talluto, Irene Siragusa, Roberto Pirrone
• MilaNLP at MultiPRIDE: Evaluating Lexical, Transformer, and Retrieval-Augmented Models for Reclaimed Language PDF
  Ivana Crescenzi, Arianna Muti, Debora Nozza
• NamDang at MultiPride@EVALITA 2026: Multilingual Classification of Reclaimed Language in LGBTQ+ Discourse using Transformer-based Models PDF
  Nam Dang, Vo Tuan Kiet, Dang Van Thin
• NetGuardAI at MultiPRIDE: Multilingual Detection of Reclaimed Language PDF
  Noe Come Jacques Le Pollotec, Elena Simona Apostol, Ciprian Octavian Truică
• SaFe Tweets at MultiPRIDE: From Multi-Model Ensembles to Expert LLMs for Reclamation Detection PDF
  Sara Visconti, Federica Manzi
• The Hate Busters at MultiPRIDE: Automatic Identification of Reappropriated Slurs in Multilingual LGBTQ+ Discourse PDF
  Aurora Ciminelli, Giulia Corvino, Camilla Gentili, Marco Viviani
• UniBO-FICLIT at MultiPRIDE: Fine-Tuning an ELECTRA-Based Model for the Detection of Italian Reclaimed Slurs PDF
  Simone Casazza
• Cruciverb-IT at EVALITA 2026: Overview of the Crossword Solving in Italian Task PDF
  Cristiano Ciaccio, Gabriele Sarti, Alessio Miaschi, Felice Dell'Orletta, Malvina Nissim
• AC/DG at Cruciverb-IT: Retrieval-Based Approaches for Italian Crossword Clue Answering PDF
  Ali Yassine, Claudio Savelli, Davide Napolitano, Giuseppe Gallipoli, Luca Cagliero, Elena Baralis
• FFT-UniBa at Cruciverb-IT: Special Length Tokens and CSP for Italian Crossword Solving PDF
  Andrea Porcelli, Filippo Di Gravina, Emanuele Fontana, Mattia Curri, Francesco Damiano Di Gregorio
• MINDS at Cruciverb-IT: Solving Italian Crossword Clues with Masked Language Models and Candidate Pooling PDF
  Flavio Giobergia
• UNIBA at Cruciverb-IT: Solving Italian Crosswords with Encoder–Decoder Models and Beam Search PDF
  Pierpaolo Basile
• UniTor at Cruciverb-IT: Retrieval-Augmented Two-Step Reasoning for Italian Crossword Clue Answering PDF
  Andriy Shcherbakov, Danilo Croce, Roberto Basili
• SVELA at EVALITA 2026: Overview of the Selective Verification of Erasure from LLM Answers Task PDF
  Claudio Savelli, Moreno La Quatra, Alkis Koudounas, Flavio Giobergia
• Eraserhead at SVELA: Detecting LLM Forgetting via Logit-Space Statistics PDF
  Matteo Berta, Tania Cerquitelli
• Ita-Lib at SVELA: Detecting the Forgotten — Representation-Based Approach for Verifying Machine Unlearning PDF
  Ali Yassine, Hadi Ibrahim, Luca Cagliero
• MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation PDF
  Evren A. Munis, Mattia Sabato, Erfan Bayat, Andrea Lolli
• priyam_saha17 at SVELA: A Feature-Centric Pipeline for Verifying Selective Forgetting in Large Language Models PDF
  Priyam Saha
• EVWSD-ITA at EVALITA 2026: Overview of the Enhanced Visual Word Sense Disambiguation for Italian Task PDF
  Elio Musacchio, Lucia Siciliani, Pierpaolo Basile, Giovanni Semeraro
• UniTor at EVWSD-ITA: Zero-Shot Visual Word Sense Disambiguation via Visual Question-Answering PDF
  Claudiu D. Hromei, Antonio Scaiella, Danilo Croce, Roberto Basili
• ATE-IT at EVALITA 2026: Overview of the Automatic Term Extraction Italian Testbed Task PDF
  Nicola Cirillo, Giorgio Maria Di Nunzio, Federica Vezzani
• DSBKTE at ATE-IT: From Token Classification to Zero-Shot Generation: Two Approaches to Italian ATE at EVALITA 2026 PDF
  Danil Smirnov, Bita Khashechian, Giorgio Maria Di Nunzio
• JTTE at ATE-IT: A CRF Model with Contextual Embeddings PDF
  Juliette Tonneau, Giorgio Maria Di Nunzio
• MKTE at ATE-IT: CRF-Based Term Extraction for Italian Waste Management Documents PDF
  Minseok Kim, Giorgio Maria Di Nunzio
• OATE at ATE-IT: A Hybrid Approach for Automatic Terminology Extraction in Italian PDF
  Omar Arab, Giorgio Maria Di Nunzio
• Peacemaker at ATE-IT: Automatic term extraction from Italian text for waste management data using encoder model PDF
  Mahdi Bakhtiyarzadeh, Hadi Bayrami Asl Tekanlou, Jafar Razmara
• SMTE at ATE-IT: Ensemble Term Extraction with Italian BERT, spaCy, and Vocabulary-Based Filtering PDF
  Sofia Maule, Giorgio Maria Di Nunzio
• TermNinjas at ATE-IT: Overview of the Term Extraction and Term Variants Clustering Task PDF
  Zunaira Hasnain, Fashad Ahmed Siddqu
• TrietNLP at ATE-IT: A Hybrid Pipeline for Italian Waste Management Terminology Analysis PDF
  Nguyen Minh Triet, Dang Van Thin
• VVTE at ATE-IT: From Candidates to Terms: Hybrid Italian ATE with Dependency Heuristics, Gemini, and Random Forest Filtering PDF
  Valentine G. L. Vandervoort, Giorgio Maria Di Nunzio
• PFB at EVALITA 2026: Overview of the Prometeia Financial Benchmark PDF
  Alessandro P. Bardelli, Tolga Çekiç, Irem Demirtaş, Michele Filannino, Simona Scala, Andrea Galassi, Gianmarco Pappacoda, Paolo Torroni
• AMSN at PFB: Overview of the Automated Multilingual Economics Question Answering Task PDF
  Ali Saleh Mohammadabad, Mehregan Nazarmohsenifakori
• UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA PDF
  Federico Borazio, Seyed Alireza Mousavian Anaraki, Shahid Iqbal Rai, Danilo Croce, Roberto Basili
• FadeIT at EVALITA 2026: Overview of the Fallacy Detection in Italian Social Media Texts Task PDF
  Alan Ramponi, Sara Tonelli
• Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification PDF
  Tiziano Labruna, Eleni Papadopulos
• MALTO at FadeIT: A BERT-Based System for Multi-Label Fallacy Detection in Italian Social Media PDF
  Matin Salami, Luca M. Rodia, Vladimir Schiau, Evren A. Munis, Claudio Savelli, Flavio Giobergia
• PuDy at FadeIT: Enhancing Fine-Grained Fallacy Detection with Hierarchy-Aware Training and Contextual Enrichment PDF
  Duy Dang Phu, Son Bui Hong, Thin Van Dang
• RBG-AI at FadeIT: Prompted LLMs with Label Abstraction for Logical Fallacy Detection PDF
  Meenakshi, Jairam R, Reshma U, Barathi Ganesh HB, Michal Ptaszynski
• TIGRO at FadeIT: E Pluribus Unum – A Multi-task Approach to Fallacy Detection and Span Identification PDF
  Stefano Atzeni, Gabriele Sarti, Tommaso Caselli, Malvina Nissim
• Unica at FadeIT: Adapting Large Language Models to Fallacy Identification in Social Networks PDF
  Matteo Fenu, Maurizio Atzori
• IMPOLS at EVALITA 2026: Overview of the IMPOLS Task PDF
  Lorenzo Gregori, Walter Paci, Valentina Saccone
• RES2 at IMPOLS 2026: Implicit Content Classification via Span-Awareness, Hierarchical Multi-Task Learning and Synthetic Data PDF
  Salvatore Spezia, Salvatore Ferrara, Roberto Dioguardi, Ernesto Davì, Irene Siragusa, Roberto Pirrone
• INDAQA2 - A Large Italian Narrative QA Benchmark: A CALAMITA 2026 Challenge PDF
  Luca Gioffré, Luca Moroni, Alberte Fernández-Castro, Elena Marafatto, Giacomo Garufi, Roberto Navigli
• ProverbIT - Easy to complete, hard to choose: A CALAMITA Challenge PDF
  Enrico Mensa, Lorenzo Zane, Calogero J. Scozzaro, Matteo Delsanto, Tommaso Milani, Daniele P. Radicioni