---
title: "Evaluation Campaign of Natural Language Processing and"
description: "All 72 papers of Evaluation Campaign of Natural Language Processing and Speech Tools for Italian."
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# 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](https://md.research.elamur.ai/free/en/venues/evalita/2026/)

1. **[AC/DG at Cruciverb-IT: Retrieval-Based Approaches for Italian Crossword Clue Answering](https://md.research.elamur.ai/free/en/papers/yassine-2026-ac-dg-cruciverb-it-retrieval/)**Ali Yassine, Claudio Savelli, Davide Napolitano et al.*our summary*
2. **[AIWizards at MULTIPRIDE: A Hierarchical Approach to Slur Reclamation Detection](https://md.research.elamur.ai/free/en/papers/tedeschini-2026-aiwizards-multipride-hierarchical-approach-slur/)**Luca Tedeschini, Matteo Fasulo*our summary*
3. **[AMSN at PFB: Overview of the Automated Multilingual Economics Question Answering Task](https://md.research.elamur.ai/free/en/papers/mohammadabad-2026-amsn-pfb-overview-automated-multilingual/)**Ali Saleh Mohammadabad, Mehregan Nazarmohsenifakori*our summary*
4. **[ATE-IT at EVALITA 2026: Overview of the Automatic Term Extraction Italian Testbed Task ↗](https://aclanthology.org/2026.evalita-1.49/)**Nicola Cirillo, Giorgio Maria Di Nunzio, Federica Vezzani
5. **[AVAHI at MultiPRIDE: Multilingual Reclaimed Language Detection via Knowledge Graphs and Retrieval-Augmented Generation ↗](https://aclanthology.org/2026.evalita-1.20/)**Tania Alcántara, Omar García-Vázquez, José A. Torres-León et al.
6. **[Challenger at MultiPRIDE: Is It Hate Speech or Reclaimed?](https://md.research.elamur.ai/free/en/papers/tekanlou-2026-challenger-multipride-is-it-hate/)**Hadi Bayrami Asl Tekanlou, Mahdi Bakhtiyarzadeh, Jafar Razmara*our summary*
7. **[Cruciverb-IT at EVALITA 2026: Overview of the Crossword Solving in Italian Task ↗](https://aclanthology.org/2026.evalita-1.36/)**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-Tuning](https://md.research.elamur.ai/free/en/papers/sorokoletova-2026-diag-sapienza-gsi-detect-joint/)**Olga E. Sorokoletova, Emanuele Musumeci, Daniele Nardi*our summary*
9. **[DSBKTE at ATE-IT: From Token Classification to Zero-Shot Generation: Two Approaches to Italian ATE at EVALITA 2026](https://md.research.elamur.ai/free/en/papers/smirnov-2026-dsbkte-ate-it-token-classification/)**Danil Smirnov, Bita Khashechian, Giorgio Maria Di Nunzio*our summary*
10. **[DataSummit at MultiPRIDE: Context-Aware Multilingual Detection of Slur Reclamation in LGBTQ+ Contexts ↗](https://aclanthology.org/2026.evalita-1.22/)**Federico Dingeo, Marco Viviani
11. **[DeSegMa-IT at EVALITA 2026: Overview of the “Detection and Segmentation of Machine Generated Texts in Italian”](https://md.research.elamur.ai/free/en/papers/puccetti-2026-desegma-it-evalita-2026-overview/)**Giovanni Puccetti, Andrea Pedrotti, Andrea Esuli*our summary*
12. **[EVALITA 2026: Overview of the 9th evaluation campaign of natural language processing and speech tools for italian ↗](https://aclanthology.org/2026.evalita-1.2/)**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 Task](https://md.research.elamur.ai/free/en/papers/musacchio-2026-evwsd-ita-evalita-2026-overview/)**Elio Musacchio, Lucia Siciliani, Pierpaolo Basile et al.*our summary*
14. **[Eraserhead at SVELA: Detecting LLM Forgetting via Logit-Space Statistics ↗](https://aclanthology.org/2026.evalita-1.43/)**Matteo Berta, Tania Cerquitelli
15. **[FFT-UniBa at Cruciverb-IT: Special Length Tokens and CSP for Italian Crossword Solving](https://md.research.elamur.ai/free/en/papers/porcelli-2026-fft-uniba-cruciverb-it-special/)**Andrea 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 Task](https://md.research.elamur.ai/free/en/papers/ramponi-2026-fadeit-evalita-2026-overview-fallacy/)**Alan Ramponi, Sara Tonelli*our summary*
17. **[Festa at GSI:detect: In-Context Learning vs. Fine-Tuning for Gender Stereotype Detection ↗](https://aclanthology.org/2026.evalita-1.13/)**Donato Festa
18. **[GRUPPETTOZZO at MultiPRIDE: Detecting LGBTQ+ Reclamatory Intent via Context-Aware Transformers](https://md.research.elamur.ai/free/en/papers/traina-2026-gruppettozzo-multipride-detecting-lgbtq-reclamatory/)**Federico 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 ↗](https://aclanthology.org/2026.evalita-1.11/)**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 Detection](https://md.research.elamur.ai/free/en/papers/rajabi-2026-ghavidel-rajabi-multipride-identity-toxicity/)**Houman Rajabi, Fatemeh Ghavidel, Kourosh Ghahremani*our summary*
21. **[Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification](https://md.research.elamur.ai/free/en/papers/nhan-2026-gradient-descenders-desegma-it-leveraging/)**Tran Phuoc Thanh Nhan, Bui Hong Son, Dang Van Thin*our summary*
22. **[HateItOff at MultiPRIDE: Linguistic and Sentiment Cues in Reclaimed LGBTQ+ Slur Detection ↗](https://aclanthology.org/2026.evalita-1.25/)**Greta Damo, Nicolás Benjamín Ocampo
23. **[I2C At MultiPRIDE: Transformers And Generative LLMs For Multilingual Reclamation Classification](https://md.research.elamur.ai/free/en/papers/ramos-2026-i2c-multipride-transformers-generative-llms/)**Laura Vázquez-Ramos, Jacinto Mata-Vázquez, Victoria Pachón-Álvarez*our summary*
24. **[IMPOLS at EVALITA 2026: Overview of the IMPOLS Task ↗](https://aclanthology.org/2026.evalita-1.69/)**Lorenzo Gregori, Walter Paci, Valentina Saccone
25. **[INDAQA2 - A Large Italian Narrative QA Benchmark: A CALAMITA 2026 Challenge ↗](https://aclanthology.org/2026.evalita-1.71/)**Luca Gioffré, Luca Moroni, Alberte Fernández-Castro et al.
26. **[INFOTEC-NLP at MultiPRIDE: Region-Aware Transformer Models for Spanish Reclaimed Language Classification ↗](https://aclanthology.org/2026.evalita-1.27/)**Jorge Gleaves, Guillermo Ruiz
27. **[Ita-Lib at SVELA: Detecting the Forgotten –- Representation-Based Approach for Verifying Machine Unlearning](https://md.research.elamur.ai/free/en/papers/yassine-2026-ita-lib-svela-detecting-forgotten/)**Ali Yassine, Hadi Ibrahim, Luca Cagliero*our summary*
28. **[JTTE at ATE-IT: A CRF Model with Contextual Embeddings](https://md.research.elamur.ai/free/en/papers/tonneau-2026-jtte-ate-it-crf-model/)**Juliette Tonneau, Giorgio Maria Di Nunzio*our summary*
29. **[KIT-TIP-NLP at MultiPride: Continual Learning with Multilingual Foundation Model ↗](https://aclanthology.org/2026.evalita-1.28/)**Barathi Ganesh HB, Michal Ptaszynski, Rene Melendez et al.
30. **[Kenji-Endo: a BabyLM @EVALITA](https://md.research.elamur.ai/free/en/papers/scozzaro-2026-kenji-endo-babylm-evalita/)**Calogero Jerik Scozzaro, Matteo Rinaldi, Gianluca Mittone et al.*our summary*
31. **[Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification ↗](https://aclanthology.org/2026.evalita-1.63/)**Tiziano Labruna, Eleni Papadopulos
32. **[LlaNa at MultiPRIDE: A Fine-Tuning Approach with Cross-Lingual Augmentation](https://md.research.elamur.ai/free/en/papers/mercurio-2026-llana-multipride-fine-tuning-approach/)**Alessio 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 Media](https://md.research.elamur.ai/free/en/papers/salami-2026-malto-fadeit-bert-based-system/)**Matin 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 Evaluation](https://md.research.elamur.ai/free/en/papers/munis-2026-malto-svela-specific-attention-head/)**Evren 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 ↗](https://aclanthology.org/2026.evalita-1.39/)**Flavio Giobergia
36. **[MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification ↗](https://aclanthology.org/2026.evalita-1.7/)**Flavio Giobergia
37. **[MINDS at GSI:detect: From Logits to Degrees of Agreement in Gender Stereotype Detection with LLMs ↗](https://aclanthology.org/2026.evalita-1.14/)**Flavio Giobergia
38. **[MKTE at ATE-IT: CRF-Based Term Extraction for Italian Waste Management Documents ↗](https://aclanthology.org/2026.evalita-1.52/)**Minseok Kim, Giorgio Maria Di Nunzio
39. **[MilaNLP at MultiPRIDE: Evaluating Lexical, Transformer, and Retrieval-Augmented Models for Reclaimed Language ↗](https://aclanthology.org/2026.evalita-1.30/)**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 ↗](https://aclanthology.org/2026.evalita-1.18/)**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 ↗](https://aclanthology.org/2026.evalita-1.31/)**Nam Dang, Vo Tuan Kiet, Dang Van Thin
42. **[NetGuardAI at MultiPRIDE: Multilingual Detection of Reclaimed Language](https://md.research.elamur.ai/free/en/papers/pollotec-2026-netguardai-multipride-multilingual-detection-reclaimed/)**Noe Come Jacques Le Pollotec, Elena-Simona Apostol, Ciprian-Octavian Truică*our summary*
43. **[Nicla at DeSegMa-IT: DistilBERT for MGT Detection and LightGBM Regressor for HMT Segmentation ↗](https://aclanthology.org/2026.evalita-1.8/)**Nicla Auletta
44. **[OATE at ATE-IT: A Hybrid Approach for Automatic Terminology Extraction in Italian ↗](https://aclanthology.org/2026.evalita-1.53/)**Omar Arab, Giorgio Maria Di Nunzio
45. **[PFB at EVALITA 2026: Overview of the Prometeia Financial Benchmark ↗](https://aclanthology.org/2026.evalita-1.59/)**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 ↗](https://aclanthology.org/2026.evalita-1.54/)**Mahdi Bakhtiyarzadeh, Hadi Bayrami Asl Tekanlou, Jafar Razmara
47. **[Preface ↗](https://aclanthology.org/2026.evalita-1.1/)**Francesco Cutugno, Alessio Miaschi, Alessio Palmero Aprosio et al.
48. **[ProverbIT - Easy to complete, hard to choose: A CALAMITA Challenge](https://md.research.elamur.ai/free/en/papers/mensa-2026-proverbit-easy-complete-hard-choose/)**Enrico 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 Enrichment](https://md.research.elamur.ai/free/en/papers/phu-2026-pudy-fadeit-enhancing-fine-grained/)**Duy Dang Phu, Son Bui Hong, Dang Van Thin*our summary*
50. **[RBG-AI at FadeIT: Prompted LLMs with Label Abstraction for Logical Fallacy Detection](https://md.research.elamur.ai/free/en/papers/meenakshi-2026-rbg-ai-fadeit-prompted-llms/)**Meenakshi, 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 Data](https://md.research.elamur.ai/free/en/papers/spezia-2026-res2-impols-2026-implicit-content/)**Salvatore Spezia, Salvatore Ferrara, Roberto Dioguardi et al.*our summary*
52. **[SMTE at ATE-IT: Ensemble Term Extraction with Italian BERT, spaCy, and Vocabulary-Based Filtering](https://md.research.elamur.ai/free/en/papers/maule-2026-smte-ate-it-ensemble-term/)**Sofia Maule, Giorgio Maria Di Nunzio*our summary*
53. **[SVELA at EVALITA 2026: Overview of the Selective Verification of Erasure from LLM Answers Task](https://md.research.elamur.ai/free/en/papers/savelli-2026-svela-evalita-2026-overview-selective/)**Claudio Savelli, Moreno La Quatra, Alkis Koudounas et al.*our summary*
54. **[SaFe Tweets at MultiPRIDE: From Multi-Model Ensembles to Expert LLMs for Reclamation Detection](https://md.research.elamur.ai/free/en/papers/visconti-2026-safe-tweets-multipride-multi-model/)**Sara Visconti, Federica Manzi*our summary*
55. **[StereoBusters at GSI:detect: LLM-Based Detection and Human Qualitative Analysis of Gender Stereotypes in Italian Short Text ↗](https://aclanthology.org/2026.evalita-1.15/)**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 Localization](https://md.research.elamur.ai/free/en/papers/phu-2026-stochastic-gradient-descenders-desegma-it/)**Huynh Nguyen Phu, Bui Hong Son, Dang Van Thin*our summary*
57. **[TIGRO at FadeIT: E Pluribus Unum – A Multi-task Approach to Fallacy Detection and Span Identification ↗](https://aclanthology.org/2026.evalita-1.67/)**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](https://md.research.elamur.ai/free/en/papers/zaghi-2026-team-prisma-gsi-detect-comparing/)**Claudia Zaghi*our summary*
59. **[TermNinjas at ATE-IT: Overview of the Term Extraction and Term Variants Clustering Task ↗](https://aclanthology.org/2026.evalita-1.56/)**Zunaira Hasnain, Fashad Ahmed Siddique
60. **[The Hate Busters at MultiPRIDE: Automatic Identification of Reappropriated Slurs in Multilingual LGBTQ+ Discourse ↗](https://aclanthology.org/2026.evalita-1.34/)**Aurora Ciminelli, Giulia Corvino, Camilla Gentili et al.
61. **[Tiz at GSI:detect: Modeling Gender Stereotype Detection as Multi-Category Gender Stereotype Scoring ↗](https://aclanthology.org/2026.evalita-1.17/)**Tiziano Labruna
62. **[TrietNLP at ATE-IT: A Hybrid Pipeline for Italian Waste Management Terminology Analysis](https://md.research.elamur.ai/free/en/papers/triet-2026-trietnlp-ate-it-hybrid-pipeline/)**Nguyen Minh Triet, Dang Van Thin*our summary*
63. **[Tu chiamale se vuoi emozioni: The impact of emotions on disinformation and sexism identification](https://md.research.elamur.ai/free/en/papers/rosso-2026-tu-chiamale-se-vuoi-emozioni/)**Paolo Rosso*our summary*
64. **[UNIBA at Cruciverb-IT: Solving Italian Crosswords with Encoder–Decoder Models and Beam Search ↗](https://aclanthology.org/2026.evalita-1.40/)**Pierpaolo Basile
65. **[UniBO-FICLIT at MultiPRIDE: Fine-Tuning an ELECTRA-Based Model for the Detection of Italian Reclaimed Slurs ↗](https://aclanthology.org/2026.evalita-1.35/)**Simone Casazza
66. **[UniTor at Cruciverb-IT: Retrieval-Augmented Two-Step Reasoning for Italian Crossword Clue Answering](https://md.research.elamur.ai/free/en/papers/shcherbakov-2026-unitor-cruciverb-it-retrieval-augmented/)**Andriy Shcherbakov, Danilo Croce, Roberto Basili*our summary*
67. **[UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection ↗](https://aclanthology.org/2026.evalita-1.10/)**Federico Borazio, Giacomo De Luca, Daniele Pasquini et al.
68. **[UniTor at EVWSD-ITA: Zero-Shot Visual Word Sense Disambiguation via Visual Question-Answering ↗](https://aclanthology.org/2026.evalita-1.48/)**Claudiu D. Hromei, Antonio Scaiella, Danilo Croce et al.
69. **[UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA ↗](https://aclanthology.org/2026.evalita-1.61/)**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 ↗](https://aclanthology.org/2026.evalita-1.68/)**Matteo Fenu, Maurizio Atzori
71. **[VVTE at ATE-IT: From Candidates to Terms: Hybrid Italian ATE with Dependency Heuristics, Gemini, and Random Forest Filtering](https://md.research.elamur.ai/free/en/papers/vandervoort-2026-vvte-ate-it-candidates-terms/)**Valentine G. L. Vandervoort, Giorgio Maria Di Nunzio*our summary*
72. **[priyam_saha17 at SVELA: A Feature-Centric Pipeline for Verifying Selective Forgetting in Large Language Models](https://md.research.elamur.ai/free/en/papers/saha-2026-priyam-saha17-svela-feature-centric/)**Priyam Saha*our summary*
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