L1RA: Dynamic Rank Assignment in LoRA Fine-Tuning

Raul Singh; Nicolò Brunello; Vincenzo Scotti; Mark Carman

L1RA: Dynamic Rank Assignment in LoRA Fine-Tuning

Raul Singh, Nicolò Brunello, Vincenzo Scotti, Mark Carman

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Anthology ID:: 2025.icnlsp-1.35
Volume:: Proceedings of the 8th International Conference on Natural Language and Speech Processing (ICNLSP-2025)
Month:: August
Year:: 2025
Address:: Southern Denmark University, Odense, Denmark
Editors:: Mourad Abbas, Tariq Yousef, Lukas Galke
Venue:: ICNLSP
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Publisher:: Association for Computational Linguistics
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Pages:: 360–373
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URL:: https://aclanthology.org/2025.icnlsp-1.35/
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Cite (ACL):: Raul Singh, Nicolò Brunello, Vincenzo Scotti, and Mark Carman. 2025. L1RA: Dynamic Rank Assignment in LoRA Fine-Tuning. In Proceedings of the 8th International Conference on Natural Language and Speech Processing (ICNLSP-2025), pages 360–373, Southern Denmark University, Odense, Denmark. Association for Computational Linguistics.
Cite (Informal):: L1RA: Dynamic Rank Assignment in LoRA Fine-Tuning (Singh et al., ICNLSP 2025)
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PDF:: https://aclanthology.org/2025.icnlsp-1.35.pdf

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@inproceedings{singh-etal-2025-l1ra,
    title = "{L}1{RA}: Dynamic Rank Assignment in {L}o{RA} Fine-Tuning",
    author = "Singh, Raul  and
      Brunello, Nicol{\`o}  and
      Scotti, Vincenzo  and
      Carman, Mark",
    editor = "Abbas, Mourad  and
      Yousef, Tariq  and
      Galke, Lukas",
    booktitle = "Proceedings of the 8th International Conference on Natural Language and Speech Processing (ICNLSP-2025)",
    month = aug,
    year = "2025",
    address = "Southern Denmark University, Odense, Denmark",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.icnlsp-1.35/",
    pages = "360--373"
}

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%0 Conference Proceedings
%T L1RA: Dynamic Rank Assignment in LoRA Fine-Tuning
%A Singh, Raul
%A Brunello, Nicolò
%A Scotti, Vincenzo
%A Carman, Mark
%Y Abbas, Mourad
%Y Yousef, Tariq
%Y Galke, Lukas
%S Proceedings of the 8th International Conference on Natural Language and Speech Processing (ICNLSP-2025)
%D 2025
%8 August
%I Association for Computational Linguistics
%C Southern Denmark University, Odense, Denmark
%F singh-etal-2025-l1ra
%U https://aclanthology.org/2025.icnlsp-1.35/
%P 360-373

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Markdown (Informal)

[L1RA: Dynamic Rank Assignment in LoRA Fine-Tuning](https://aclanthology.org/2025.icnlsp-1.35/) (Singh et al., ICNLSP 2025)

L1RA: Dynamic Rank Assignment in LoRA Fine-Tuning (Singh et al., ICNLSP 2025)

ACL

Raul Singh, Nicolò Brunello, Vincenzo Scotti, and Mark Carman. 2025. L1RA: Dynamic Rank Assignment in LoRA Fine-Tuning. In Proceedings of the 8th International Conference on Natural Language and Speech Processing (ICNLSP-2025), pages 360–373, Southern Denmark University, Odense, Denmark. Association for Computational Linguistics.