MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification

Flavio Giobergia

MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification

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Anthology ID:: 2026.evalita-1.7
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:: 53–58
Language:
URL:: https://aclanthology.org/2026.evalita-1.7/
DOI:
Bibkey:
Cite (ACL):: Flavio Giobergia. 2026. MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 53–58, Bari, Italy. CEUR Workshop Proceedings.
Cite (Informal):: MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification (Giobergia, EVALITA 2026)
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PDF:: https://aclanthology.org/2026.evalita-1.7.pdf

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MODS XML
Endnote
Preformatted

@inproceedings{giobergia-2026-minds,
    title = "{MINDS} at {D}e{S}eg{M}a-{IT}: Detecting Human-{LLM} Authorship Switches via Token-Level Classification",
    author = "Giobergia, Flavio",
    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-1.7/",
    pages = "53--58",
    ISBN = "979-12-243-0586-6"
}

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<?xml version="1.0" encoding="UTF-8"?>
<modsCollection xmlns="http://www.loc.gov/mods/v3">
<mods ID="giobergia-2026-minds">
    <titleInfo>
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        <namePart type="family">Giobergia</namePart>
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            <namePart type="family">Cutugno</namePart>
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        </name>
        <name type="personal">
            <namePart type="given">Alessio</namePart>
            <namePart type="family">Miaschi</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Alessio</namePart>
            <namePart type="family">Palmero Aprosio</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
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        </name>
        <name type="personal">
            <namePart type="given">Giulia</namePart>
            <namePart type="family">Rambelli</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Lucia</namePart>
            <namePart type="family">Siciliani</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Marco</namePart>
            <namePart type="given">Antonio</namePart>
            <namePart type="family">Stranisci</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
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            <publisher>CEUR Workshop Proceedings</publisher>
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            <start>53</start>
            <end>58</end>
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</modsCollection>

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%0 Conference Proceedings
%T MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification
%A Giobergia, Flavio
%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 giobergia-2026-minds
%U https://aclanthology.org/2026.evalita-1.7/
%P 53-58

Download as File

Markdown (Informal)

[MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification](https://aclanthology.org/2026.evalita-1.7/) (Giobergia, EVALITA 2026)

MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification (Giobergia, EVALITA 2026)

ACL

Flavio Giobergia. 2026. MINDS at DeSegMa-IT: Detecting Human-LLM Authorship Switches via Token-Level Classification. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 53–58, Bari, Italy. CEUR Workshop Proceedings.