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<span class="CEURVOLNR">Vol-4195</span> <br>
<span class="CEURURN">urn:nbn:de:0074-4195-x</span>
<p class="unobtrusive copyright" style="text-align: justify">Copyright &copy; 2026 for
the individual papers by the papers' authors.
Copyright &copy; <span class="CEURPUBYEAR">2026</span> for the volume
as a collection by its editors.
This volume and its papers are published under the
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<h1><a href="https://www.evalita.it/campaigns/evalita-2023/"><span class="CEURVOLACRONYM">EVALITA 2026</span></a><br>
<span class="CEURVOLTITLE">9th Evaluation Campaign of Natural Language Processing and Speech Tools for Italian</span></h1>
<br>

<h2>
<span class="CEURFULLTITLE">Proceedings of the 9th Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026)</span><br>
</h2>
<h3><span class="CEURLOCTIME">Bari, Italy, February 26th-27th, 2026</span>.</h3>
<br>
<b> Edited by </b>
<p>

</p><h3>
    <a href="https://www.docenti.unina.it/teacher/4652414e434553434f43555455474e4f435447464e4336304d31364638333948/profile/references"><span class="CEURVOLEDITOR">Francesco Cutugno</span></a> *<br>
    <a href="https://alemiaschi.github.io/"><span class="CEURVOLEDITOR">Alessio Miaschi</span></a> **<br>
    <a href="https://www.alessiopalmeroaprosio.eu/"><span class="CEURVOLEDITOR">Alessio Palmero Aprosio</span></a> ***<br>
    <a href="https://giuliarambelli.github.io/"><span class="CEURVOLEDITOR">Giulia Rambelli</span></a> ****<br>
    <a href="https://swap.di.uniba.it/members/siciliani.lucia/"><span class="CEURVOLEDITOR">Lucia Siciliani</span></a> *****<br>
    <a href="https://marcostranisci.github.io/"><span class="CEURVOLEDITOR">Marco Antonio Stranisci</span></a> ******<br>
</h3>

* <a href="https://www.unina.it/">University of Naples Federico II</a>, Italy<br>
** <a href="https://www.ilc.cnr.it">Istituto di Linguistica Computazionale “A. Zampolli” – CNR</a>, Italy<br>
*** <a href="https://www.unitn.it/en">University of Trento, Trento, Italy</a>, Italy<br>
**** <a href="https://www.univ-amu.fr/">Aix-Marseille University </a>, France<br>
***** <a href="https://www.uniba.it/">Università di Bari Aldo Moro</a>, Italy<br>
****** <a href="https://www.unito.it/">Università di Torino</a>, Italy<br>

<hr>

<br><br><br>

<div class="CEURTOC">
<h2> Table of Contents </h2>

<ul>
<li id="xpreface">
<A href="xpreface.pdf">Preface</A><BR>
Summary: There were <span class="CEURACCEPTEDPAPERS">69</span> papers accepted to this workshop, 
<span class="CEURACCEPTEDREGULARPAPERS">55</span> as regular papers and
<span class="CEURACCEPTEDSHORTPAPERS">14</span> as short papers.
<!--<span class="CEURACCEPTEDPAPERS">20</span> papers were accepted for this volume,
<span class="CEURACCEPTEDREGULARPAPERS">12</span> as regular papers and
<span class="CEURACCEPTEDSHORTPAPERS">8</span> as short papers.-->
</li>

<li id="overview"><a href="overview.pdf">
    <span class="CEURTITLE">EVALITA 2026: Overview of the 9th evaluation campaign of natural language processing and speech tools for italian</span></a><br>
    <span class="CEURAUTHOR">Francesco Cutugno</span>,
    <span class="CEURAUTHOR">Alessio Miaschi</span>,
    <span class="CEURAUTHOR">Alessio Palmero Aprosio</span>,
    <span class="CEURAUTHOR">Giulia Rambelli</span>,
    <span class="CEURAUTHOR">Lucia Siciliani</span>,
    <span class="CEURAUTHOR">Marco Antonio Stranisci</span>
</li>

</ul>
<br>
<h3>Keynote Talk</h3>

<ul>

<li id="keynote"><a href="keynote.pdf">
  Tu chiamale se vuoi emozioni: The impact of emotions on disinformation and sexism identification
</a><br>
<i>Paolo Rosso</i>
</li>

</ul>
<br>

<h3><span class="CEURSESSION">Multi-Track System</span></h3>
<ul>
<li id="36"><a href="36.pdf">
<span class="CEURTITLE">Kenji-Endo: a BabyLM @EVALITA</span></a><br>
<span class="CEURAUTHOR">Calogero Jerik Scozzaro</span>,
<span class="CEURAUTHOR">Matteo Rinaldi</span>,
<span class="CEURAUTHOR">Gianluca Mittone</span>,
<span class="CEURAUTHOR">Marco Antonio Stranisci</span>
</li>

</ul>
<br><br>

<h3><span class="CEURSESSION">Track "Authorship Analysis"</span></h3>
<h3>Desegma-IT - Detection and Segmentation of Machine Generated Text in Italian </h3>
<ul>
  <li id="59"><a href="59.pdf">
    <span class="CEURTITLE">DeSegMa-IT at EVALITA 2026: Overview of the ”Detection and Segmentation of Machine Generated Texts in Italian”</span></a><br>
    <span class="CEURAUTHOR">Giovanni Puccetti</span>,
    <span class="CEURAUTHOR">Andrea Pedrotti</span>,
    <span class="CEURAUTHOR">Andrea Esuli</span>
  </li>
  <li id="2"><a href="2.pdf">
    <span class="CEURTITLE">Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification</span></a><br>
    <span class="CEURAUTHOR">Tran Phuoc Thanh Nhan</span>,
    <span class="CEURAUTHOR">Bui Hong Son</span>,
    <span class="CEURAUTHOR">Dang Van Thin</span>
  </li>

  <li id="39"><a href="39.pdf">
    <span class="CEURTITLE">MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Flavio Giobergia</span>
  </li>

  <li id="51"><a href="51.pdf">
    <span class="CEURTITLE">Nicla at DeSegMa-IT: DistilBERT for MGT Detection and LightGBM Regressor for HMT Segmentation</span></a><br>
    <span class="CEURAUTHOR">Nicla Auletta</spain>
  </li>
  
  <li id="4"><a href="4.pdf">
    <span class="CEURTITLE">Stochastic Gradient Descenders at DeSegMa-IT: Instruction-Tuned LLM and Token Classification for MGT Detection and Boundary Localization</span></a><br>
    <span class="CEURAUTHOR">Huynh Nguyen Phu</span>,
    <span class="CEURAUTHOR">Bui Hong Son</span>,
    <span class="CEURAUTHOR">Dang Van Thin</span>
  </li>

  <li id="44"><a href="44.pdf">
    <span class="CEURTITLE">UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection</span></a><br>
    <span class="CEURAUTHOR">Federico Borazio</span>,
    <span class="CEURAUTHOR">Giacomo De Luca</span>,
    <span class="CEURAUTHOR">Daniele Pasquini</span>,
    <span class="CEURAUTHOR">Danilo Croce</span>,
    <span class="CEURAUTHOR">Roberto Basili</span>
  </li>


</ul>

<br><br>
<h3><span class="CEURSESSION">Track "Computational Ethics"</span></h3>
<h3>GSI:detect – Detecting Gender Stereotypes in Italian</h3>

<ul>
  <li id="60"><a href="60.pdf">
  <span class="CEURTITLE">GSI:detect at EVALITA 2026: Overview of the Task on Detecting Gender Stereotypes in Italian</span></a><br>
  <span class="CEURAUTHOR">Gloria Comandini</span>,
  <span class="CEURAUTHOR">Manuela Speranza</span>,
  <span class="CEURAUTHOR">Sofia Brenna</span>,
  <span class="CEURAUTHOR">Davide Testa</span>,
  <span class="CEURAUTHOR">Stefania Cavagnoli</span>,
  <span class="CEURAUTHOR">Bernardo Magnini</span>
  </li>

  <li id="43"><a href="43.pdf">
    <span class="CEURTITLE">  DIAG-Sapienza at GSI:detect: Joint Detection and Classification of Gender Stereotypes with Structured Prompting and Fine-Tuning </span></a><br>
      <span class="CEURAUTHOR">Olga E. Sorokoletova</span>,
      <span class="CEURAUTHOR">Emanuele Musumeci</span>,
      <span class="CEURAUTHOR">Daniele Nardi</span>
  </li>

  <li id="7"><a href="7.pdf">
    <span class="CEURTITLE">Festa at GSI:detect: In-Context Learning vs. Fine-Tuning for Gender Stereotype Detection</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Donato Festa</span>
  </li>

  <li id="38"><a href="38.pdf">
    <span class="CEURTITLE">MINDS at GSI:detect: From Logits to Degrees of Agreement in Gender Stereotype Detection with LLMs</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Flavio Giobergia</span>
  </li>

  <li id="26"><a href="26.pdf">
    <span class="CEURTITLE">  StereoBusters at GSI:detect: LLM-Based Detection and Human Qualitative Analysis of Gender Stereotypes in Italian Short Text
      </span></a><br>
      <span class="CEURAUTHOR">Salvatore Greco</span>,
      <span class="CEURAUTHOR">Moreno La Quatra</span>,
      <span class="CEURAUTHOR">Marta Marchiori Manerba</span>,
      <span class="CEURAUTHOR">Ricardo Muñoz Sánchez</span>,
      <span class="CEURAUTHOR">Alessandra Teresa Cignarella</span>
  </li>

  <li id="21"><a href="21.pdf">
    <span class="CEURTITLE">Team Prisma at GSI:detect: Comparing PB&J Persona-Based and Few-Shot Approaches to Gender Stereotype Detection at EVALITA 2026</span></a><br>
    <span class="CEURAUTHOR">Claudia Zaghi</span>
  </li>

  <li id="1"><a href="1.pdf">
    <span class="CEURTITLE">Tiz at GSI:detect: Modeling Gender Stereotype Detection as Multi-Category Gender Stereotype Scoring</span></a><br>
    <span class="CEURAUTHOR">Tiziano LaBruna</span>
  </li>

  
</ul>
<h3>MultiPRIDE: Multilingual Automatic Detection of Reclamation of Slurs in the LGBTQ+ Context</h3>
<ul>
  <li id="61"><a href="61.pdf">
  <span class="CEURTITLE">MultiPRIDE at EVALITA 2026: Overview of the Multilingual Automatic Detection of Slur Reclamation in the LGBTQ+ Context Task</span></a><br>
  <span class="CEURAUTHOR">Chiara Ferrando</span>,
  <span class="CEURAUTHOR">Lia Draetta</span>,
  <span class="CEURAUTHOR">Marco Madeddu</span>,
  <span class="CEURAUTHOR">Mae Sosto</span>,
  <span class="CEURAUTHOR">Viviana Patti</span>,
  <span class="CEURAUTHOR">Paolo Rosso</span>,
  <span class="CEURAUTHOR">Cristina Bosco</span>,
  <span class="CEURAUTHOR">Jacinto Mata</span>,
  <span class="CEURAUTHOR">Estrella Gualda</span>
  </li>

  <li id="20"><a href="20.pdf">
    <span class="CEURTITLE">AIWizards at MULTIPRIDE: A Hierarchical Approach to Slur Reclamation Detection</span></a><br>
    <span class="CEURAUTHOR">Luca Tedeschini</span>,
    <span class="CEURAUTHOR">Matteo Fasulo</span>
  </li>

  <li id="55"><a href="55.pdf">
    <span class="CEURTITLE">AVAHI at MultiPRIDE: Multilingual Reclaimed Language Detection via Knowledge Graphs and Retrieval-Augmented Generation</span></a><br>
    <span class="CEURAUTHOR">Tania Alcántara</span>,
    <span class="CEURAUTHOR">Omar Garcia-Vazquez</span>,
    <span class="CEURAUTHOR">Jose A. Torres-León</span>,
    <span class="CEURAUTHOR">Marco Cardoso-Moreno</span>,
    <span class="CEURAUTHOR">Diana Jimenez</span>,
    <span class="CEURAUTHOR">Luis Moreno-Mendieta</span>
  </li>

  <li id="6"><a href="6.pdf">
    <span class="CEURTITLE">Challenger at MultiPRIDE: Is It Hate Speech or Reclaimed?</span></a><br>
    <span class="CEURAUTHOR">Hadi Bayrami Asl Tekanlou</span>, 
    <span class="CEURAUTHOR">Mahdi Bakhtiyarzade</span>,
    <span class="CEURAUTHOR">Jafar Razmara</span>
  </li>

  <li id="47"><a href="47.pdf">
    <span class="CEURTITLE">DataSummit at MultiPRIDE: Context-Aware Multilingual Detection of Slur Reclamation in LGBTQ+ Contexts</span></a><br>
    <span class="CEURAUTHOR">Federico Dingeo</span>,
    <span class="CEURAUTHOR">Marco Viviani</span>
  </li>

  <li id="56"><a href="56.pdf">
    <span class="CEURTITLE">Ghavidel-Rajabi at MultiPRIDE: Identity, Toxicity, or Complexity? A Language-Specific Feature Selection Approach to Reclamatory Intent Detection</span></a><br>
    <span class="CEURAUTHOR">Houman Rajabi</span>,
    <span class="CEURAUTHOR">Fatemeh Ghavidel</span>,
    <span class="CEURAUTHOR">Kourosh Ghahremani</span>
  </li>

  <li id="13"><a href="13.pdf">
    <span class="CEURTITLE">GRUPPETTOZZO at MultiPRIDE: Detecting LGBTQ+ Reclamatory Intent via Context-Aware Transformers</span></a><br>
    <span class="CEURAUTHOR">Federico Traina</span>, 
    <span class="CEURAUTHOR">Alessandro Santoro</span>,
    <span class="CEURAUTHOR">Gabriele Greco</span>,
    <span class="CEURAUTHOR">Irene Siragusa</span>,
    <span class="CEURAUTHOR">Roberto Pirrone</span>
  </li>

  <li id="53"><a href="53.pdf">
    <span class="CEURTITLE">HateItOff at MultiPRIDE: Linguistic and Sentiment Cues in Reclaimed LGBTQ+ Slur Detection</span></a><br>
    <span class="CEURAUTHOR">Greta Damo</span>,
    <span class="CEURAUTHOR">Nicolás Benjamín Ocampo</span>
  </li>

  <li id="42"><a href="42.pdf">
    <span class="CEURTITLE">I2C At MultiPRIDE: Transformers And Generative LLMs For Multilingual Reclamation Classification</span></a><br>
    <span class="CEURAUTHOR">Laura Vázquez-Ramos</span>,
    <span class="CEURAUTHOR">Jacinto Mata-Vázquez</span>,
    <span class="CEURAUTHOR">Victoria Pachón-Álvarez</span>
  </li>

  <li id="57"><a href="57.pdf">
    <span class="CEURTITLE">INFOTEC-NLP at MultiPRIDE: Region-Aware Transformer Models for Spanish Reclaimed Language Classification</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Jorge Gleaves</span>,
    <span class="CEURAUTHOR">Guillermo Ruiz</span>
  </li>

  <li id="19"><a href="19.pdf">
    <span class="CEURTITLE">KIT-TIP-NLP at MultiPride: Continual Learning with Multilingual Foundation Model</span></a><br>
    <span class="CEURAUTHOR">Barathi Ganesh HB</span>, 
    <span class="CEURAUTHOR">Michal Ptaszynski</span>,
    <span class="CEURAUTHOR">Rene Melendez</span>,
    <span class="CEURAUTHOR">Juuso Eronen</span>
  </li>

  <li id="14"><a href="14.pdf">
    <span class="CEURTITLE">LlaNa at MultiPRIDE: A Fine-Tuning Approach with Cross-Lingual Augmentation</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Alessio Mercurio</span>, 
    <span class="CEURAUTHOR">Giorgio Talluto</span>,
    <span class="CEURAUTHOR">Irene Siragusa</span>,
    <span class="CEURAUTHOR">Roberto Pirrone</span>
  </li>

  <li id="34"><a href="34.pdf">
    <span class="CEURTITLE">MilaNLP at MultiPRIDE: Evaluating Lexical, Transformer, and Retrieval-Augmented Models for Reclaimed Language</span></a><br>
    <span class="CEURAUTHOR">Ivana Crescenzi</span>,
    <span class="CEURAUTHOR">Arianna Muti</span>,
    <span class="CEURAUTHOR">Debora Nozza</span>
  </li>

  <li id="3"><a href="3.pdf">
    <span class="CEURTITLE">NamDang at MultiPride@EVALITA 2026: Multilingual Classification of Reclaimed Language in LGBTQ+ Discourse using Transformer-based Models</span></a><br>
    <span class="CEURAUTHOR">Nam Dang</span>, 
    <span class="CEURAUTHOR">Vo Tuan Kiet</span>,
    <span class="CEURAUTHOR">Dang Van Thin</span>
  </li>

  <li id="31"><a href="31.pdf">
    <span class="CEURTITLE">NetGuardAI at MultiPRIDE: Multilingual Detection of Reclaimed Language</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Noe Come Jacques Le Pollotec</span>,
    <span class="CEURAUTHOR">Elena Simona Apostol</span>,
    <span class="CEURAUTHOR">Ciprian Octavian Truică</span>
  </li>

  <li id="52"><a href="52.pdf">
    <span class="CEURTITLE">SaFe Tweets at MultiPRIDE: From Multi-Model Ensembles to Expert LLMs for Reclamation Detection</span></a><br>
    <span class="CEURAUTHOR">Sara Visconti</span>,
    <span class="CEURAUTHOR">Federica Manzi</span>
  </li>

  <li id="35"><a href="35.pdf">
    <span class="CEURTITLE">The Hate Busters at MultiPRIDE: Automatic Identification of Reappropriated Slurs in Multilingual LGBTQ+ Discourse</span></a><br>
    <span class="CEURAUTHOR">Aurora Ciminelli</span>, 
    <span class="CEURAUTHOR">Giulia Corvino</span>,
    <span class="CEURAUTHOR">Camilla Gentili</span>,
    <span class="CEURAUTHOR">Marco Viviani</span>
  </li>

  <li id="50"><a href="50.pdf">
    <span class="CEURTITLE">UniBO-FICLIT at MultiPRIDE: Fine-Tuning an ELECTRA-Based Model for the Detection of Italian Reclaimed Slurs</span></a><br>
    <span class="CEURAUTHOR">Simone Casazza</span>
  </li>

</ul>
<br><br>
<h3><span class="CEURSESSION">Track "Emerging Tasks"</span></h3>
<h3>Cruciverb-IT: Crossword Solving</h3>
<ul>
  <li id="62"><a href="62.pdf">
    <span class="CEURTITLE">Cruciverb-IT at EVALITA 2026: Overview of the Crossword Solving in Italian Task</span></a><br>
    <span class="CEURAUTHOR">Cristiano Ciaccio</span>,
    <span class="CEURAUTHOR">Gabriele Sarti</span>,
    <span class="CEURAUTHOR">Alessio Miaschi</span>,
    <span class="CEURAUTHOR">Felice Dell'Orletta</span>,
    <span class="CEURAUTHOR">Malvina Nissim</span>
  </li>

  <li id="46"><a href="46.pdf">
    <span class="CEURTITLE">AC/DG at Cruciverb-IT: Retrieval-Based Approaches for Italian Crossword Clue Answering</span></a><br>
    <span class="CEURAUTHOR">Ali Yassine</span>,
    <span class="CEURAUTHOR">Claudio Savelli</span>,
    <span class="CEURAUTHOR">Davide Napolitano</span>,
    <span class="CEURAUTHOR">Giuseppe Gallipoli</span>,
    <span class="CEURAUTHOR">Luca Cagliero</span>,
    <span class="CEURAUTHOR">Elena Baralis</span> 
  </li>

  <li id="45"><a href="45.pdf">
    <span class="CEURTITLE">FFT-UniBa at Cruciverb-IT: Special Length Tokens and CSP for Italian Crossword Solving</span></a><br>
    <span class="CEURAUTHOR">Andrea Porcelli</span>,
    <span class="CEURAUTHOR">Filippo Di Gravina</span>,
    <span class="CEURAUTHOR">Emanuele Fontana</span>,
    <span class="CEURAUTHOR">Mattia Curri</span>,
    <span class="CEURAUTHOR">Francesco Damiano Di Gregorio</span> 
  </li>

  <li id="37"><a href="37.pdf">
    <span class="CEURTITLE">MINDS at Cruciverb-IT: Solving Italian Crossword Clues with Masked Language Models and Candidate Pooling</span></a><br>
    <span class="CEURAUTHOR">Flavio Giobergia</span>
  </li>

  <li id="28"><a href="28.pdf">
    <span class="CEURTITLE">UNIBA at Cruciverb-IT: Solving Italian Crosswords with Encoder–Decoder Models and Beam Search</span></a><br>
    <span class="CEURAUTHOR">Pierpaolo Basile</span>
  </li>

  <li id="15"><a href="15.pdf">
    <span class="CEURTITLE">UniTor at Cruciverb-IT: Retrieval-Augmented Two-Step Reasoning for Italian Crossword Clue Answering</span></a><br>
    <span class="CEURAUTHOR">Andriy Shcherbakov</span>,
    <span class="CEURAUTHOR">Danilo Croce</span>,
    <span class="CEURAUTHOR">Roberto Basili</span>
  </li>

</ul>
<h3>SVELA: Selective Verification of Erasure from LLM Answers</h3>
<ul>
  <li id="63"><a href="63.pdf">
    <span class="CEURTITLE">SVELA at EVALITA 2026: Overview of the Selective Verification of Erasure from LLM Answers Task</span></a><br>
    <span class="CEURAUTHOR">Claudio Savelli</span>,
    <span class="CEURAUTHOR">Moreno La Quatra</span>,
    <span class="CEURAUTHOR">Alkis Koudounas</span>,
    <span class="CEURAUTHOR">Flavio Giobergia</span> 
  </li>

  <li id="16"><a href="16.pdf">
    <span class="CEURTITLE">Eraserhead at SVELA: Detecting LLM Forgetting via Logit-Space Statistics</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Matteo Berta</span>,
    <span class="CEURAUTHOR">Tania Cerquitelli</span>
  </li>

  <li id="25"><a href="25.pdf">
    <span class="CEURTITLE">Ita-Lib at SVELA: Detecting the Forgotten — Representation-Based Approach for Verifying Machine Unlearning</span></a><br>
    <span class="CEURAUTHOR">Ali Yassine</span>,
    <span class="CEURAUTHOR">Hadi Ibrahim</span>,
    <span class="CEURAUTHOR">Luca Cagliero</span>
  </li>

  <li id="48"><a href="48.pdf">
    <span class="CEURTITLE">MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation</span></a><br>
    <span class="CEURAUTHOR">Evren A. Munis</span>,
    <span class="CEURAUTHOR">Mattia Sabato</span>,
    <span class="CEURAUTHOR">Erfan Bayat</span>,
    <span class="CEURAUTHOR">Andrea Lolli</span> 
  </li>

  <li id="29"><a href="29.pdf">
    <span class="CEURTITLE">priyam_saha17 at SVELA: A Feature-Centric Pipeline for Verifying Selective Forgetting in Large Language Models</span></a><br>
    <span class="CEURAUTHOR">Priyam Saha</span>
  </li>


</ul>

<br><br>
<h3><span class="CEURSESSION">Track "Multimodality"</span></h3>
<h3>EVWSD-ITA: Enhanced Visual Word Sense Disambiguation for Italian</h3>
<ul>

  <li id="64"><a href="64.pdf">
    <span class="CEURTITLE">EVWSD-ITA at EVALITA 2026: Overview of the Enhanced Visual Word Sense Disambiguation for Italian Task</span></a><br>
    <span class="CEURAUTHOR">Elio Musacchio</span>,
    <span class="CEURAUTHOR">Lucia Siciliani</span>,
    <span class="CEURAUTHOR">Pierpaolo Basile</span>,
    <span class="CEURAUTHOR">Giovanni Semeraro</span>
  </li>

  <li id="11"><a href="11.pdf">
    <span class="CEURTITLE">UniTor at EVWSD-ITA: Zero-Shot Visual Word Sense Disambiguation via Visual Question-Answering</span></a><br>
    <span class="CEURAUTHOR">Claudiu D. Hromei</span>,
    <span class="CEURAUTHOR">Antonio Scaiella</span>,
    <span class="CEURAUTHOR">Danilo Croce</span>,
    <span class="CEURAUTHOR">Roberto Basili</span>
  </li>
</ul>
<br><br>
<h3><span class="CEURSESSION">Track "New Challenges in Long-Standing Tasks"</span></h3>
<h3>ATE-IT: Automatic Term Extraction – Italian Testbed </h3>
<ul>

  <li id="65"><a href="65.pdf">
  <span class="CEURTITLE">ATE-IT at EVALITA 2026: Overview of the Automatic Term Extraction Italian Testbed Task</span></a><br>
  <span class="CEURAUTHOR">Nicola Cirillo</span>,
  <span class="CEURAUTHOR">Giorgio Maria Di Nunzio</span>,
  <span class="CEURAUTHOR">Federica Vezzani</span>
  </li>

  <li id="23"><a href="23.pdf">
    <span class="CEURTITLE">DSBKTE at ATE-IT: From Token Classification to Zero-Shot Generation: Two Approaches to Italian ATE at EVALITA 2026</span></a><br>
    <span class="CEURAUTHOR">Danil Smirnov</span>,
    <span class="CEURAUTHOR">Bita Khashechian</span>,
    <span class="CEURAUTHOR">Giorgio Maria Di Nunzio</span> 
  </li>

  <li id="30"><a href="30.pdf">
    <span class="CEURTITLE">JTTE at ATE-IT: A CRF Model with Contextual Embeddings</span></a><br>
    <span class="CEURAUTHOR">Juliette Tonneau</span>,
    <span class="CEURAUTHOR">Giorgio Maria Di Nunzio</span> 
  </li>

  <li id="24"><a href="24.pdf">
    <span class="CEURTITLE">MKTE at ATE-IT: CRF-Based Term Extraction for Italian Waste Management Documents</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Minseok Kim</span>,
    <span class="CEURAUTHOR">Giorgio Maria Di Nunzio</span> 
  </li>

  <li id="22"><a href="22.pdf">
    <span class="CEURTITLE">OATE at ATE-IT: A Hybrid Approach for Automatic Terminology Extraction in Italian</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Omar Arab</span>,
    <span class="CEURAUTHOR">Giorgio Maria Di Nunzio</span> 
  </li>

  <li id="5"><a href="5.pdf">
    <span class="CEURTITLE">Peacemaker at ATE-IT: Automatic term extraction from Italian text for waste management data using encoder model</span></a><br>
    <span class="CEURAUTHOR">Mahdi Bakhtiyarzadeh</span>,
    <span class="CEURAUTHOR">Hadi Bayrami Asl Tekanlou</span>,
    <span class="CEURAUTHOR">Jafar Razmara</span> 
  </li>

  <li id="10"><a href="10.pdf">
    <span class="CEURTITLE">SMTE at ATE-IT: Ensemble Term Extraction with Italian BERT, spaCy, and Vocabulary-Based Filtering</span></a><br>
    <span class="CEURAUTHOR">Sofia Maule</span>,
    <span class="CEURAUTHOR">Giorgio Maria Di Nunzio</span> 
  </li>

  <li id="9"><a href="9.pdf">
    <span class="CEURTITLE">TermNinjas at ATE-IT: Overview of the Term Extraction and Term Variants Clustering Task</span></a><br>
    <span class="CEURAUTHOR">Zunaira Hasnain</span>,
    <span class="CEURAUTHOR">Fashad Ahmed Siddqu</span> 
  </li>

  <li id="49"><a href="49.pdf">
    <span class="CEURTITLE">TrietNLP at ATE-IT: A Hybrid Pipeline for Italian Waste Management Terminology Analysis</span></a><br>
    <span class="CEURAUTHOR">Nguyen Minh Triet</span>,
    <span class="CEURAUTHOR">Dang Van Thin</span> 
  </li>

  <li id="27"><a href="27.pdf">
    <span class="CEURTITLE">VVTE at ATE-IT: From Candidates to Terms: Hybrid Italian ATE with Dependency Heuristics, Gemini, and Random Forest Filtering</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Valentine G. L. Vandervoort</span>,
    <span class="CEURAUTHOR">Giorgio Maria Di Nunzio</span> 
  </li>


</ul>

<h3>PFB: Prometeia Financial Benchmark – Benchmarking Language Models in the Financial Domain </h3>
<ul>
  
  <li id="66"><a href="66.pdf">
    <span class="CEURTITLE">PFB at EVALITA 2026: Overview of the Prometeia Financial Benchmark</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Alessandro P. Bardelli</span>,
    <span class="CEURAUTHOR">Tolga Çekiç</span>,
    <span class="CEURAUTHOR">Irem Demirtaş</span>,
    <span class="CEURAUTHOR">Michele Filannino</span>,
    <span class="CEURAUTHOR">Simona Scala</span>,
    <span class="CEURAUTHOR">Andrea Galassi</span>,
    <span class="CEURAUTHOR">Gianmarco Pappacoda</span>,
    <span class="CEURAUTHOR">Paolo Torroni</span>
  </li>

  <li id="58"><a href="58.pdf">
    <span class="CEURTITLE">AMSN at PFB: Overview of the Automated Multilingual Economics Question Answering Task</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Ali Saleh Mohammadabad</span>,
    <span class="CEURAUTHOR">Mehregan Nazarmohsenifakori</span>
  </li>

  <li id="18"><a href="18.pdf">
    <span class="CEURTITLE">UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA</span></a><br>
    <span class="CEURAUTHOR">Federico Borazio</span>,
    <span class="CEURAUTHOR">Seyed Alireza Mousavian Anaraki</span>,
    <span class="CEURAUTHOR">Shahid Iqbal Rai</span>,
    <span class="CEURAUTHOR">Danilo Croce</span>,
    <span class="CEURAUTHOR">Roberto Basili</span>
  </li>

  
</ul>


<br><br>
<h3><span class="CEURSESSION">Track "Pragmatics"</span></h3>
<h3>FadeIT: Fallacy Detection in Italian Social Media Texts  </h3>
<ul>

  <li id="67"><a href="67.pdf">
    <span class="CEURTITLE">FadeIT at EVALITA 2026: Overview of the Fallacy Detection in Italian Social Media Texts Task</span></a><br>
    <span class="CEURAUTHOR">Alan Ramponi</span>,
    <span class="CEURAUTHOR">Sara Tonelli</span>
  </li>

  <li id="32"><a href="32.pdf">
    <span class="CEURTITLE">Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification</span></a><br>
    <span class="CEURAUTHOR">Tiziano Labruna</span>,
    <span class="CEURAUTHOR">Eleni Papadopulos</span>
  </li>

  <li id="40"><a href="40.pdf">
    <span class="CEURTITLE">MALTO at FadeIT: A BERT-Based System for Multi-Label Fallacy Detection in Italian Social Media</span></a><br>
    <span class="CEURAUTHOR">Matin Salami</span>,
    <span class="CEURAUTHOR">Luca M. Rodia</span>,
    <span class="CEURAUTHOR">Vladimir Schiau</span>,
    <span class="CEURAUTHOR">Evren A. Munis</span>,
    <span class="CEURAUTHOR">Claudio Savelli</span>,
    <span class="CEURAUTHOR">Flavio Giobergia</span>
  </li>

  <li id="8"><a href="8.pdf">
    <span class="CEURTITLE">PuDy at FadeIT: Enhancing Fine-Grained Fallacy Detection with Hierarchy-Aware Training and Contextual Enrichment</span></a><br>
    <span class="CEURAUTHOR">Duy Dang Phu</span>,
    <span class="CEURAUTHOR">Son Bui Hong</span>,
    <span class="CEURAUTHOR">Thin Van Dang</span>
  </li>

  <li id="33"><a href="33.pdf">
    <span class="CEURTITLE">RBG-AI at FadeIT: Prompted LLMs with Label Abstraction for Logical Fallacy Detection</span></a><br>
    <span class="CEURAUTHOR">Meenakshi</span>,
    <span class="CEURAUTHOR">Jairam R</span>,
    <span class="CEURAUTHOR">Reshma U</span>,
    <span class="CEURAUTHOR">Barathi Ganesh HB</span>,
    <span class="CEURAUTHOR">Michal Ptaszynski</span>
  </li>

  <li id="17"><a href="17.pdf">
    <span class="CEURTITLE">TIGRO at FadeIT: E Pluribus Unum – A Multi-task Approach to Fallacy Detection and Span Identification</span></a><br>
    <span class="CEURAUTHOR">Stefano Atzeni</span>,
    <span class="CEURAUTHOR">Gabriele Sarti</span>,
    <span class="CEURAUTHOR">Tommaso Caselli</span>,
  <span class="CEURAUTHOR">Malvina Nissim</span>
  </li>

  <li id="41"><a href="41.pdf">
    <span class="CEURTITLE">Unica at FadeIT: Adapting Large Language Models to Fallacy Identification in Social Networks</span></a><br>
    <span class="CEURAUTHOR">Matteo Fenu</span>,
    <span class="CEURAUTHOR">Maurizio Atzori</span>
  </li>

</ul>

<h3>IMPOLS: IMplicit contents in POLitical Speech </h3>
<ul>
  
  <li id="68"><a href="68.pdf">
    <span class="CEURTITLE">IMPOLS at EVALITA 2026: Overview of the IMPOLS Task</span></a><br>
    <span class="CEURAUTHOR">Lorenzo Gregori</span>,
    <span class="CEURAUTHOR">Walter Paci</span>,
    <span class="CEURAUTHOR">Valentina Saccone</span>
  </li>

  <li id="12"><a href="12.pdf">
    <span class="CEURTITLE">RES2 at IMPOLS 2026: Implicit Content Classification via Span-Awareness, Hierarchical Multi-Task Learning and Synthetic Data</span></a><br>
    <span class="CEURAUTHOR">Salvatore Spezia</span>,
    <span class="CEURAUTHOR">Salvatore Ferrara</span>,
    <span class="CEURAUTHOR">Roberto Dioguardi</span>,
    <span class="CEURAUTHOR">Ernesto Davì</span>,
    <span class="CEURAUTHOR">Irene Siragusa</span>,
    <span class="CEURAUTHOR">Roberto Pirrone</span>
  </li>

  

</ul>

<br><br>
<h3><span class="CEURSESSION">CALAMITA</span></h3>
<ul>
  
  <li id="69"><a href="69.pdf">
    <span class="CEURTITLE">INDAQA2 - A Large Italian Narrative QA Benchmark: A CALAMITA 2026 Challenge</span></a><br>
    <span class="CEURAUTHOR">Luca Gioffré</span>,
    <span class="CEURAUTHOR">Luca Moroni</span>,
    <span class="CEURAUTHOR">Alberte Fernández-Castro</span>,
    <span class="CEURAUTHOR">Elena Marafatto</span>,
    <span class="CEURAUTHOR">Giacomo Garufi</span>,
     and
    <span class="CEURAUTHOR">Roberto Navigli</span>
  </li>
  
    <li id="70"><a href="70.pdf">
    <span class="CEURTITLE">ProverbIT - Easy to complete, hard to choose: A CALAMITA Challenge</span></a> (short paper)<br>
    <span class="CEURAUTHOR">Enrico Mensa</span>,
    <span class="CEURAUTHOR">Lorenzo Zane</span>,
    <span class="CEURAUTHOR">Calogero J. Scozzaro</span>,
    <span class="CEURAUTHOR">Matteo Delsanto</span>,
    <span class="CEURAUTHOR">Tommaso Milani</span>,
     and
    <span class="CEURAUTHOR">Daniele P. Radicioni</span>
  </li>
  
 </ul>


<br><br>
</div>


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<span class="unobtrusive">
2026-03-25: submitted by Marco Antonio Stranisci,
            metadata incl. bibliographic data published under <A HREF="https://creativecommons.org/publicdomain/zero/1.0/">Creative Commons CC0</A><br>
<span class="CEURPUBDATE">2026-04-16</span>: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073)
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