Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification

Tiziano Labruna; Eleni Papadopulos

Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification

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Anthology ID:: 2026.evalita-1.63
Volume:: Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026)
Month:: February
Year:: 2026
Address:: Bari, Italy
Editors:: Francesco Cutugno, Alessio Miaschi, Alessio Palmero Aprosio, Giulia Rambelli, Lucia Siciliani, Marco Antonio Stranisci
Venues:: EVALITA | WS
SIG:
Publisher:: CEUR Workshop Proceedings
Note:
Pages:: 686–695
Language:
URL:: https://aclanthology.org/2026.evalita-1.63/
DOI:
Bibkey:
Cite (ACL):: Tiziano Labruna and Eleni Papadopulos. 2026. Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 686–695, Bari, Italy. CEUR Workshop Proceedings.
Cite (Informal):: Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification (Labruna & Papadopulos, EVALITA 2026)
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PDF:: https://aclanthology.org/2026.evalita-1.63.pdf

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Preformatted

@inproceedings{labruna-papadopulos-2026-label,
    title = "Label at {F}ade{IT}: Fallacy-Aware {LLM} Reasoning for Score-Based Classification",
    author = "Labruna, Tiziano  and
      Papadopulos, Eleni",
    editor = "Cutugno, Francesco  and
      Miaschi, Alessio  and
      Palmero Aprosio, Alessio  and
      Rambelli, Giulia  and
      Siciliani, Lucia  and
      Stranisci, Marco Antonio",
    booktitle = "Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for {I}talian. Final Workshop ({EVALITA} 2026)",
    month = feb,
    year = "2026",
    address = "Bari, Italy",
    publisher = "CEUR Workshop Proceedings",
    url = "https://aclanthology.org/2026.evalita-1.63/",
    pages = "686--695",
    ISBN = "979-12-243-0586-6"
}

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        <name type="personal">
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            <namePart type="given">Antonio</namePart>
            <namePart type="family">Stranisci</namePart>
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%0 Conference Proceedings
%T Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification
%A Labruna, Tiziano
%A Papadopulos, Eleni
%Y Cutugno, Francesco
%Y Miaschi, Alessio
%Y Palmero Aprosio, Alessio
%Y Rambelli, Giulia
%Y Siciliani, Lucia
%Y Stranisci, Marco Antonio
%S Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026)
%D 2026
%8 February
%I CEUR Workshop Proceedings
%C Bari, Italy
%@ 979-12-243-0586-6
%F labruna-papadopulos-2026-label
%U https://aclanthology.org/2026.evalita-1.63/
%P 686-695

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Markdown (Informal)

[Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification](https://aclanthology.org/2026.evalita-1.63/) (Labruna & Papadopulos, EVALITA 2026)

Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification (Labruna & Papadopulos, EVALITA 2026)

ACL

Tiziano Labruna and Eleni Papadopulos. 2026. Label at FadeIT: Fallacy-Aware LLM Reasoning for Score-Based Classification. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 686–695, Bari, Italy. CEUR Workshop Proceedings.