Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification

Tran Nhan; Bui Hong Son; Thìn Đặng Văn

Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification

Tran Phuoc Thanh Nhan, Bui Hong Son, Dang Van Thin

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Anthology ID:: 2026.evalita-1.6
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:: 42–52
Language:
URL:: https://aclanthology.org/2026.evalita-1.6/
DOI:
Bibkey:
Cite (ACL):: Tran Phuoc Thanh Nhan, Bui Hong Son, and Dang Van Thin. 2026. Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 42–52, Bari, Italy. CEUR Workshop Proceedings.
Cite (Informal):: Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification (Nhan et al., EVALITA 2026)
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PDF:: https://aclanthology.org/2026.evalita-1.6.pdf

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@inproceedings{nhan-etal-2026-gradient,
    title = "Gradient Descenders at {D}e{S}eg{M}a-{IT}: Leveraging Monolingual Transformer for {LLM}-Generated Text Detection and Boundary Identification",
    author = "Nhan, Tran Phuoc Thanh  and
      Son, Bui Hong  and
      Thin, Dang Van",
    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-1.6/",
    pages = "42--52",
    ISBN = "979-12-243-0586-6"
}

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%0 Conference Proceedings
%T Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification
%A Nhan, Tran Phuoc Thanh
%A Son, Bui Hong
%A Thin, Dang Van
%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 nhan-etal-2026-gradient
%U https://aclanthology.org/2026.evalita-1.6/
%P 42-52

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Markdown (Informal)

[Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification](https://aclanthology.org/2026.evalita-1.6/) (Nhan et al., EVALITA 2026)

Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification (Nhan et al., EVALITA 2026)

ACL

Tran Phuoc Thanh Nhan, Bui Hong Son, and Dang Van Thin. 2026. Gradient Descenders at DeSegMa-IT: Leveraging Monolingual Transformer for LLM-Generated Text Detection and Boundary Identification. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 42–52, Bari, Italy. CEUR Workshop Proceedings.