From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning

Ranran Haoran Zhang; Bensu Uçar; Soumik Dey; Hansi Wu; Binbin Li; Rui Zhang

doi:10.18653/v1/2025.findings-naacl.1

From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning

Ranran Haoran Zhang, Bensu Uçar, Soumik Dey, Hansi Wu, Binbin Li, Rui Zhang

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Anthology ID:: 2025.findings-naacl.1
Volume:: Findings of the Association for Computational Linguistics: NAACL 2025
Month:: April
Year:: 2025
Address:: Albuquerque, New Mexico
Editors:: Luis Chiruzzo, Alan Ritter, Lu Wang
Venue:: Findings
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 1–16
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URL:: https://aclanthology.org/2025.findings-naacl.1/
DOI:: 10.18653/v1/2025.findings-naacl.1
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Cite (ACL):: Ranran Haoran Zhang, Bensu Uçar, Soumik Dey, Hansi Wu, Binbin Li, and Rui Zhang. 2025. From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning. In Findings of the Association for Computational Linguistics: NAACL 2025, pages 1–16, Albuquerque, New Mexico. Association for Computational Linguistics.
Cite (Informal):: From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning (Zhang et al., Findings 2025)
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PDF:: https://aclanthology.org/2025.findings-naacl.1.pdf

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@inproceedings{zhang-etal-2025-lazy,
    title = "From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning",
    author = "Zhang, Ranran Haoran  and
      U{\c{c}}ar, Bensu  and
      Dey, Soumik  and
      Wu, Hansi  and
      Li, Binbin  and
      Zhang, Rui",
    editor = "Chiruzzo, Luis  and
      Ritter, Alan  and
      Wang, Lu",
    booktitle = "Findings of the Association for Computational Linguistics: NAACL 2025",
    month = apr,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.findings-naacl.1/",
    doi = "10.18653/v1/2025.findings-naacl.1",
    pages = "1--16",
    ISBN = "979-8-89176-195-7"
}

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%0 Conference Proceedings
%T From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning
%A Zhang, Ranran Haoran
%A Uçar, Bensu
%A Dey, Soumik
%A Wu, Hansi
%A Li, Binbin
%A Zhang, Rui
%Y Chiruzzo, Luis
%Y Ritter, Alan
%Y Wang, Lu
%S Findings of the Association for Computational Linguistics: NAACL 2025
%D 2025
%8 April
%I Association for Computational Linguistics
%C Albuquerque, New Mexico
%@ 979-8-89176-195-7
%F zhang-etal-2025-lazy
%R 10.18653/v1/2025.findings-naacl.1
%U https://aclanthology.org/2025.findings-naacl.1/
%U https://doi.org/10.18653/v1/2025.findings-naacl.1
%P 1-16

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Markdown (Informal)

[From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning](https://aclanthology.org/2025.findings-naacl.1/) (Zhang et al., Findings 2025)

From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning (Zhang et al., Findings 2025)

ACL

Ranran Haoran Zhang, Bensu Uçar, Soumik Dey, Hansi Wu, Binbin Li, and Rui Zhang. 2025. From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning. In Findings of the Association for Computational Linguistics: NAACL 2025, pages 1–16, Albuquerque, New Mexico. Association for Computational Linguistics.