Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026)

Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor 2026-02 CEUR Workshop Proceedings Bari, Italy text conference publication 979-12-243-0586-6 evalita-2026-1 https://aclanthology.org/2026.evalita-1.0/ Preface Francesco Cutugno author Alessio Miaschi author Alessio Palmero Aprosio author Giulia Rambelli author Lucia Siciliani author Marco Antonio Stranisci author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 cutugno-etal-2026-preface https://aclanthology.org/2026.evalita-1.1/ 2026-02 1 4 EVALITA 2026: Overview of the 9th evaluation campaign of natural language processing and speech tools for italian Francesco Cutugno author Alessio Miaschi author Alessio Palmero Aprosio author Giulia Rambelli author Lucia Siciliani author Marco Antonio Stranisci author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 cutugno-etal-2026-evalita https://aclanthology.org/2026.evalita-1.2/ 2026-02 5 13 Tu chiamale se vuoi emozioni: The impact of emotions on disinformation and sexism identification Paolo Rosso author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 rosso-2026-tu https://aclanthology.org/2026.evalita-1.3/ 2026-02 14 15 Kenji-Endo: a BabyLM @EVALITA Calogero Jerik Scozzaro author Matteo Rinaldi author Gianluca Mittone author Marco Antonio Stranisci author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 scozzaro-etal-2026-kenji https://aclanthology.org/2026.evalita-1.4/ 2026-02 16 26 DeSegMa-IT at EVALITA 2026: Overview of the “Detection and Segmentation of Machine Generated Texts in Italian” Giovanni Puccetti author Andrea Pedrotti author Andrea Esuli author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 puccetti-etal-2026-desegma https://aclanthology.org/2026.evalita-1.5/ 2026-02 27 41 Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification Tran Phuoc Thanh Nhan author Bui Hong Son author Dang Van Thin author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 nhan-etal-2026-gradient https://aclanthology.org/2026.evalita-1.6/ 2026-02 42 52 MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification Flavio Giobergia author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 giobergia-2026-minds https://aclanthology.org/2026.evalita-1.7/ 2026-02 53 58 Nicla at DeSegMa-IT: DistilBERT for MGT Detection and LightGBM Regressor for HMT Segmentation Nicla Auletta author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 auletta-2026-nicla https://aclanthology.org/2026.evalita-1.8/ 2026-02 59 66 Stochastic Gradient Descenders at DeSegMa-IT: Instruction-Tuned LLM and Token Classification for MGT Detection and Boundary Localization Huynh Nguyen Phu author Bui Hong Son author Dang Van Thin author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 phu-etal-2026-stochastic https://aclanthology.org/2026.evalita-1.9/ 2026-02 67 77 UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection Federico Borazio author Giacomo De Luca author Daniele Pasquini author Danilo Croce author Roberto Basili author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 borazio-etal-2026-unitor https://aclanthology.org/2026.evalita-1.10/ 2026-02 78 95 GSI:detect at EVALITA 2026: Overview of the Task on Detecting Gender Stereotypes in Italian Gloria Comandini author Manuela Speranza author Sofia Brenna author Davide Testa author Stefania Cavagnoli author Bernardo Magnini author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 comandini-etal-2026-gsi https://aclanthology.org/2026.evalita-1.11/ 2026-02 96 108 DIAG-Sapienza at GSI:detect: Joint Detection and Classification of Gender Stereotypes with Structured Prompting and Fine-Tuning Olga E Sorokoletova author Emanuele Musumeci author Daniele Nardi author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 sorokoletova-etal-2026-diag https://aclanthology.org/2026.evalita-1.12/ 2026-02 109 122 Festa at GSI:detect: In-Context Learning vs. Fine-Tuning for Gender Stereotype Detection Donato Festa author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 festa-2026-festa https://aclanthology.org/2026.evalita-1.13/ 2026-02 123 130 MINDS at GSI:detect: From Logits to Degrees of Agreement in Gender Stereotype Detection with LLMs Flavio Giobergia author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 giobergia-2026-minds-gsi https://aclanthology.org/2026.evalita-1.14/ 2026-02 131 137 StereoBusters at GSI:detect: LLM-Based Detection and Human Qualitative Analysis of Gender Stereotypes in Italian Short Text Salvatore Greco author Moreno La Quatra author Marta Marchiori Manerba author Ricardo Muñoz Sánchez author Alessandra Teresa Cignarella author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 greco-etal-2026-stereobusters https://aclanthology.org/2026.evalita-1.15/ 2026-02 138 156 Team Prisma at GSI:detect: Comparing PB&J Persona-Based and Few-Shot Approaches to Gender Stereotype Detection at EVALITA 2026 Claudia Zaghi author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 zaghi-2026-team https://aclanthology.org/2026.evalita-1.16/ 2026-02 157 168 Tiz at GSI:detect: Modeling Gender Stereotype Detection as Multi-Category Gender Stereotype Scoring Tiziano Labruna author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 labruna-2026-tiz https://aclanthology.org/2026.evalita-1.17/ 2026-02 169 177 MultiPRIDE at EVALITA 2026: Overview of the Multilingual Automatic Detection of Slur Reclamation in the LGBTQ+ Context Task Chiara Ferrando author Lia Draetta author Marco Madeddu author Mae Sosto author Viviana Patti author Paolo Rosso author Cristina Bosco author Jacinto Mata author Estrella Gualda author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 ferrando-etal-2026-multipride https://aclanthology.org/2026.evalita-1.18/ 2026-02 178 195 AIWizards at MULTIPRIDE: A Hierarchical Approach to Slur Reclamation Detection Luca Tedeschini author Matteo Fasulo author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 tedeschini-fasulo-2026-aiwizards https://aclanthology.org/2026.evalita-1.19/ 2026-02 196 205 AVAHI at MultiPRIDE: Multilingual Reclaimed Language Detection via Knowledge Graphs and Retrieval-Augmented Generation Tania Alcántara author Omar García-Vázquez author José A Torres-León author Marco Cardoso-Moreno author Diana Jiménez author Luis Moreno-Mendieta author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 alcantara-etal-2026-avahi https://aclanthology.org/2026.evalita-1.20/ 2026-02 206 228 Challenger at MultiPRIDE: Is It Hate Speech or Reclaimed? Hadi Bayrami Asl Tekanlou author Mahdi Bakhtiyarzadeh author Jafar Razmara author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 bayrami-asl-tekanlou-etal-2026-challenger https://aclanthology.org/2026.evalita-1.21/ 2026-02 229 237 DataSummit at MultiPRIDE: Context-Aware Multilingual Detection of Slur Reclamation in LGBTQ+ Contexts Federico Dingeo author Marco Viviani author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 dingeo-viviani-2026-datasummit https://aclanthology.org/2026.evalita-1.22/ 2026-02 238 250 Ghavidel-Rajabi at MultiPRIDE: Identity, Toxicity, or Complexity? A Language-Specific Feature Selection Approach to Reclamatory Intent Detection Houman Rajabi author Fatemeh Ghavidel author Kourosh Ghahremani author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 rajabi-etal-2026-ghavidel https://aclanthology.org/2026.evalita-1.23/ 2026-02 251 261 GRUPPETTOZZO at MultiPRIDE: Detecting LGBTQ+ Reclamatory Intent via Context-Aware Transformers Federico Traina author Alessandro Santoro author Gabriele Greco author Irene Siragusa author Roberto Pirrone author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 traina-etal-2026-gruppettozzo https://aclanthology.org/2026.evalita-1.24/ 2026-02 262 272 HateItOff at MultiPRIDE: Linguistic and Sentiment Cues in Reclaimed LGBTQ+ Slur Detection Greta Damo author Nicolás Benjamín Ocampo author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 damo-ocampo-2026-hateitoff https://aclanthology.org/2026.evalita-1.25/ 2026-02 273 283 I2C At MultiPRIDE: Transformers And Generative LLMs For Multilingual Reclamation Classification Laura Vázquez-Ramos author Jacinto Mata-Vázquez author Victoria Pachón-Álvarez author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 vazquez-ramos-etal-2026-i2c https://aclanthology.org/2026.evalita-1.26/ 2026-02 284 293 INFOTEC-NLP at MultiPRIDE: Region-Aware Transformer Models for Spanish Reclaimed Language Classification Jorge Gleaves author Guillermo Ruiz author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 gleaves-ruiz-2026-infotec https://aclanthology.org/2026.evalita-1.27/ 2026-02 294 301 KIT-TIP-NLP at MultiPride: Continual Learning with Multilingual Foundation Model Barathi Ganesh HB author Michal Ptaszynski author Rene Melendez author Juuso Eronen author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 hb-etal-2026-kit https://aclanthology.org/2026.evalita-1.28/ 2026-02 302 314 LlaNa at MultiPRIDE: A Fine-Tuning Approach with Cross-Lingual Augmentation Alessio Mercurio author Giorgio Talluto author Irene Siragusa author Roberto Pirrone author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 mercurio-etal-2026-llana https://aclanthology.org/2026.evalita-1.29/ 2026-02 315 321 MilaNLP at MultiPRIDE: Evaluating Lexical, Transformer, and Retrieval-Augmented Models for Reclaimed Language Ivana Crescenzi author Arianna Muti author Debora Nozza author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 crescenzi-etal-2026-milanlp https://aclanthology.org/2026.evalita-1.30/ 2026-02 322 334 NamDang at MultiPride@EVALITA 2026: Multilingual Classification of Reclaimed Language in LGBTQ+ Discourse using Transformer-based Models Nam Dang author Vo Tuan Kiet author Dang Van Thin author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 dang-etal-2026-namdang https://aclanthology.org/2026.evalita-1.31/ 2026-02 335 343 NetGuardAI at MultiPRIDE: Multilingual Detection of Reclaimed Language Noe Come Jacques Le Pollotec author Elena-Simona Apostol author Ciprian-Octavian Truică author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 le-pollotec-etal-2026-netguardai https://aclanthology.org/2026.evalita-1.32/ 2026-02 344 351 SaFe Tweets at MultiPRIDE: From Multi-Model Ensembles to Expert LLMs for Reclamation Detection Sara Visconti author Federica Manzi author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 visconti-manzi-2026-safe https://aclanthology.org/2026.evalita-1.33/ 2026-02 352 365 The Hate Busters at MultiPRIDE: Automatic Identification of Reappropriated Slurs in Multilingual LGBTQ+ Discourse Aurora Ciminelli author Giulia Corvino author Camilla Gentili author Marco Viviani author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 ciminelli-etal-2026-hate https://aclanthology.org/2026.evalita-1.34/ 2026-02 366 382 UniBO-FICLIT at MultiPRIDE: Fine-Tuning an ELECTRA-Based Model for the Detection of Italian Reclaimed Slurs Simone Casazza author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 casazza-2026-unibo https://aclanthology.org/2026.evalita-1.35/ 2026-02 383 391 Cruciverb-IT at EVALITA 2026: Overview of the Crossword Solving in Italian Task Cristiano Ciaccio author Gabriele Sarti author Alessio Miaschi author Felice Dell’Orletta author Malvina Nissim author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 ciaccio-etal-2026-cruciverb https://aclanthology.org/2026.evalita-1.36/ 2026-02 392 409 AC/DG at Cruciverb-IT: Retrieval-Based Approaches for Italian Crossword Clue Answering Ali Yassine author Claudio Savelli author Davide Napolitano author Giuseppe Gallipoli author Luca Cagliero author Elena Baralis author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 yassine-etal-2026-ac https://aclanthology.org/2026.evalita-1.37/ 2026-02 410 420 FFT-UniBa at Cruciverb-IT: Special Length Tokens and CSP for Italian Crossword Solving Andrea Porcelli author Filippo Di Gravina author Emanuele Fontana author Mattia Curri author Francesco Damiano Di Gregorio author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 porcelli-etal-2026-fft https://aclanthology.org/2026.evalita-1.38/ 2026-02 421 432 MINDS at Cruciverb-IT: Solving Italian Crossword Clues with Masked Language Models and Candidate Pooling Flavio Giobergia author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 giobergia-2026-minds-cruciverb https://aclanthology.org/2026.evalita-1.39/ 2026-02 433 441 UNIBA at Cruciverb-IT: Solving Italian Crosswords with Encoder–Decoder Models and Beam Search Pierpaolo Basile author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 basile-2026-uniba https://aclanthology.org/2026.evalita-1.40/ 2026-02 442 451 UniTor at Cruciverb-IT: Retrieval-Augmented Two-Step Reasoning for Italian Crossword Clue Answering Andriy Shcherbakov author Danilo Croce author Roberto Basili author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 shcherbakov-etal-2026-unitor https://aclanthology.org/2026.evalita-1.41/ 2026-02 452 466 SVELA at EVALITA 2026: Overview of the Selective Verification of Erasure from LLM Answers Task Claudio Savelli author Moreno La Quatra author Alkis Koudounas author Flavio Giobergia author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 savelli-etal-2026-svela https://aclanthology.org/2026.evalita-1.42/ 2026-02 467 476 Eraserhead at SVELA: Detecting LLM Forgetting via Logit-Space Statistics Matteo Berta author Tania Cerquitelli author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 berta-cerquitelli-2026-eraserhead https://aclanthology.org/2026.evalita-1.43/ 2026-02 477 483 Ita-Lib at SVELA: Detecting the Forgotten — Representation-Based Approach for Verifying Machine Unlearning Ali Yassine author Hadi Ibrahim author Luca Cagliero author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 yassine-etal-2026-ita https://aclanthology.org/2026.evalita-1.44/ 2026-02 484 494 MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation Evren A Munis author Mattia Sabato author Erfan Bayat author Andrea Lolli author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 munis-etal-2026-malto https://aclanthology.org/2026.evalita-1.45/ 2026-02 495 508 priyam_saha17 at SVELA: A Feature-Centric Pipeline for Verifying Selective Forgetting in Large Language Models Priyam Saha author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 saha-2026-priyam https://aclanthology.org/2026.evalita-1.46/ 2026-02 509 521 EVWSD-ITA at EVALITA 2026: Overview of the Enhanced Visual Word Sense Disambiguation for Italian Task Elio Musacchio author Lucia Siciliani author Pierpaolo Basile author Giovanni Semeraro author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 musacchio-etal-2026-evwsd https://aclanthology.org/2026.evalita-1.47/ 2026-02 522 531 UniTor at EVWSD-ITA: Zero-Shot Visual Word Sense Disambiguation via Visual Question-Answering Claudiu D Hromei author Antonio Scaiella author Danilo Croce author Roberto Basili author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 hromei-etal-2026-unitor https://aclanthology.org/2026.evalita-1.48/ 2026-02 532 549 ATE-IT at EVALITA 2026: Overview of the Automatic Term Extraction Italian Testbed Task Nicola Cirillo author Giorgio Maria Di Nunzio author Federica Vezzani author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 cirillo-etal-2026-ate https://aclanthology.org/2026.evalita-1.49/ 2026-02 550 562 DSBKTE at ATE-IT: From Token Classification to Zero-Shot Generation: Two Approaches to Italian ATE at EVALITA 2026 Danil Smirnov author Bita Khashechian author Giorgio Maria Di Nunzio author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 smirnov-etal-2026-dsbkte https://aclanthology.org/2026.evalita-1.50/ 2026-02 563 571 JTTE at ATE-IT: A CRF Model with Contextual Embeddings Juliette Tonneau author Giorgio Maria Di Nunzio author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 tonneau-di-nunzio-2026-jtte https://aclanthology.org/2026.evalita-1.51/ 2026-02 572 580 MKTE at ATE-IT: CRF-Based Term Extraction for Italian Waste Management Documents Minseok Kim author Giorgio Maria Di Nunzio author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 kim-di-nunzio-2026-mkte https://aclanthology.org/2026.evalita-1.52/ 2026-02 581 586 OATE at ATE-IT: A Hybrid Approach for Automatic Terminology Extraction in Italian Omar Arab author Giorgio Maria Di Nunzio author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 arab-di-nunzio-2026-oate https://aclanthology.org/2026.evalita-1.53/ 2026-02 587 592 Peacemaker at ATE-IT: Automatic term extraction from Italian text for waste management data using encoder model Mahdi Bakhtiyarzadeh author Hadi Bayrami Asl Tekanlou author Jafar Razmara author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 bakhtiyarzadeh-etal-2026-peacemaker https://aclanthology.org/2026.evalita-1.54/ 2026-02 593 601 SMTE at ATE-IT: Ensemble Term Extraction with Italian BERT, spaCy, and Vocabulary-Based Filtering Sofia Maule author Giorgio Maria Di Nunzio author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 maule-di-nunzio-2026-smte https://aclanthology.org/2026.evalita-1.55/ 2026-02 602 613 TermNinjas at ATE-IT: Overview of the Term Extraction and Term Variants Clustering Task Zunaira Hasnain author Fashad Ahmed Siddique author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 hasnain-siddique-2026-termninjas https://aclanthology.org/2026.evalita-1.56/ 2026-02 614 622 TrietNLP at ATE-IT: A Hybrid Pipeline for Italian Waste Management Terminology Analysis Nguyen Minh Triet author Dang Van Thin author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 minh-triet-thin-2026-trietnlp https://aclanthology.org/2026.evalita-1.57/ 2026-02 623 632 VVTE at ATE-IT: From Candidates to Terms: Hybrid Italian ATE with Dependency Heuristics, Gemini, and Random Forest Filtering Valentine G L Vandervoort author Giorgio Maria Di Nunzio author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 vandervoort-di-nunzio-2026-vvte https://aclanthology.org/2026.evalita-1.58/ 2026-02 633 638 PFB at EVALITA 2026: Overview of the Prometeia Financial Benchmark Alessandro P Bardelli author Tolga Çekiç author Irem Demirtaş author Michele Filannino author Simona Scala author Andrea Galassi author Gianmarco Pappacoda author Paolo Torroni author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 bardelli-etal-2026-pfb https://aclanthology.org/2026.evalita-1.59/ 2026-02 639 645 AMSN at PFB: Overview of the Automated Multilingual Economics Question Answering Task Ali Saleh Mohammadabad author Mehregan Nazarmohsenifakori author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 mohammadabad-nazarmohsenifakori-2026-amsn https://aclanthology.org/2026.evalita-1.60/ 2026-02 646 653 UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA Federico Borazio author Seyed Alireza Mousavian Anaraki author Shahid Iqbal Rai author Danilo Croce author Roberto Basili author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 borazio-etal-2026-unitor-pfb https://aclanthology.org/2026.evalita-1.61/ 2026-02 654 672 FadeIT at EVALITA 2026: Overview of the Fallacy Detection in Italian Social Media Texts Task Alan Ramponi author Sara Tonelli author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 ramponi-tonelli-2026-fadeit https://aclanthology.org/2026.evalita-1.62/ 2026-02 673 685 Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification Tiziano Labruna author Eleni Papadopulos author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 labruna-papadopulos-2026-label https://aclanthology.org/2026.evalita-1.63/ 2026-02 686 695 MALTO at FadeIT: A BERT-Based System for Multi-Label Fallacy Detection in Italian Social Media Matin Salami author Luca M Rodia author Vladimir Schiau author Evren A Munis author Claudio Savelli author Flavio Giobergia author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 salami-etal-2026-malto https://aclanthology.org/2026.evalita-1.64/ 2026-02 696 708 PuDy at FadeIT: Enhancing Fine-Grained Fallacy Detection with Hierarchy-Aware Training and Contextual Enrichment Duy Dang Phu author Son Bui Hong author Dang Van Thin author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 phu-etal-2026-pudy https://aclanthology.org/2026.evalita-1.65/ 2026-02 709 720 RBG-AI at FadeIT: Prompted LLMs with Label Abstraction for Logical Fallacy Detection Meenakshi author Jairam R author Reshma U author Barathi Ganesh HB author Michal Ptaszynski author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 meenakshi-etal-2026-rbg https://aclanthology.org/2026.evalita-1.66/ 2026-02 721 733 TIGRO at FadeIT: E Pluribus Unum – A Multi-task Approach to Fallacy Detection and Span Identification Stefano Atzeni author Gabriele Sarti author Tommaso Caselli author Malvina Nissim author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 atzeni-etal-2026-tigro https://aclanthology.org/2026.evalita-1.67/ 2026-02 734 747 Unica at FadeIT: Adapting Large Language Models to Fallacy Identification in Social Networks Matteo Fenu author Maurizio Atzori author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 fenu-atzori-2026-unica https://aclanthology.org/2026.evalita-1.68/ 2026-02 748 758 IMPOLS at EVALITA 2026: Overview of the IMPOLS Task Lorenzo Gregori author Walter Paci author Valentina Saccone author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 gregori-etal-2026-impols https://aclanthology.org/2026.evalita-1.69/ 2026-02 759 769 RES2 at IMPOLS 2026: Implicit Content Classification via Span-Awareness, Hierarchical Multi-Task Learning and Synthetic Data Salvatore Spezia author Salvatore Ferrara author Roberto Dioguardi author Ernesto Davì author Irene Siragusa author Roberto Pirrone author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 spezia-etal-2026-res2 https://aclanthology.org/2026.evalita-1.70/ 2026-02 770 781 INDAQA2 - A Large Italian Narrative QA Benchmark: A CALAMITA 2026 Challenge Luca Gioffré author Luca Moroni author Alberte Fernández-Castro author Elena Marafatto author Giacomo Garufi author Roberto Navigli author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 gioffre-etal-2026-indaqa2 https://aclanthology.org/2026.evalita-1.71/ 2026-02 782 805 ProverbIT - Easy to complete, hard to choose: A CALAMITA Challenge Enrico Mensa author Lorenzo Zane author Calogero Jerik Scozzaro author Matteo Delsanto author Tommaso Milani author Daniele P Radicioni author 2026-02 text Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026) Francesco Cutugno editor Alessio Miaschi editor Alessio Palmero Aprosio editor Giulia Rambelli editor Lucia Siciliani editor Marco Antonio Stranisci editor CEUR Workshop Proceedings Bari, Italy conference publication 979-12-243-0586-6 mensa-etal-2026-proverbit https://aclanthology.org/2026.evalita-1.72/ 2026-02 806 811