UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection

Federico Borazio; Giacomo De Luca; Daniele Pasquini; Danilo Croce; Roberto Basili

UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection

Federico Borazio, Giacomo De Luca, Daniele Pasquini, Danilo Croce, Roberto Basili

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Anthology ID:: 2026.evalita-1.10
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:: 78–95
Language:
URL:: https://aclanthology.org/2026.evalita-1.10/
DOI:
Bibkey:
Cite (ACL):: Federico Borazio, Giacomo De Luca, Daniele Pasquini, Danilo Croce, and Roberto Basili. 2026. UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 78–95, Bari, Italy. CEUR Workshop Proceedings.
Cite (Informal):: UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection (Borazio et al., EVALITA 2026)
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PDF:: https://aclanthology.org/2026.evalita-1.10.pdf

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@inproceedings{borazio-etal-2026-unitor,
    title = "{U}ni{T}or at {D}e{S}eg{M}a-It: Analyzing Supervision and Encoder Representations for {I}talian Machine-Generated Text Detection",
    author = "Borazio, Federico  and
      De Luca, Giacomo  and
      Pasquini, Daniele  and
      Croce, Danilo  and
      Basili, Roberto",
    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-1.10/",
    pages = "78--95",
    ISBN = "979-12-243-0586-6"
}

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%0 Conference Proceedings
%T UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection
%A Borazio, Federico
%A De Luca, Giacomo
%A Pasquini, Daniele
%A Croce, Danilo
%A Basili, Roberto
%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 borazio-etal-2026-unitor
%U https://aclanthology.org/2026.evalita-1.10/
%P 78-95

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Markdown (Informal)

[UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection](https://aclanthology.org/2026.evalita-1.10/) (Borazio et al., EVALITA 2026)

UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection (Borazio et al., EVALITA 2026)

ACL

Federico Borazio, Giacomo De Luca, Daniele Pasquini, Danilo Croce, and Roberto Basili. 2026. UniTor at DeSegMa-It: Analyzing Supervision and Encoder Representations for Italian Machine-Generated Text Detection. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 78–95, Bari, Italy. CEUR Workshop Proceedings.