CollagePrompt: A Benchmark for Budget-Friendly Visual Recognition with GPT-4V

Siyu Xu; Yunke Wang; Daochang Liu; Bo Du; Chang Xu

doi:10.18653/v1/2025.findings-naacl.358

CollagePrompt: A Benchmark for Budget-Friendly Visual Recognition with GPT-4V

Siyu Xu, Yunke Wang, Daochang Liu, Bo Du, Chang Xu

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Anthology ID:: 2025.findings-naacl.358
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:: 6396–6418
Language:
URL:: https://aclanthology.org/2025.findings-naacl.358/
DOI:: 10.18653/v1/2025.findings-naacl.358
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Cite (ACL):: Siyu Xu, Yunke Wang, Daochang Liu, Bo Du, and Chang Xu. 2025. CollagePrompt: A Benchmark for Budget-Friendly Visual Recognition with GPT-4V. In Findings of the Association for Computational Linguistics: NAACL 2025, pages 6396–6418, Albuquerque, New Mexico. Association for Computational Linguistics.
Cite (Informal):: CollagePrompt: A Benchmark for Budget-Friendly Visual Recognition with GPT-4V (Xu et al., Findings 2025)
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PDF:: https://aclanthology.org/2025.findings-naacl.358.pdf

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@inproceedings{xu-etal-2025-collageprompt,
    title = "{C}ollage{P}rompt: A Benchmark for Budget-Friendly Visual Recognition with {GPT}-4{V}",
    author = "Xu, Siyu  and
      Wang, Yunke  and
      Liu, Daochang  and
      Du, Bo  and
      Xu, Chang",
    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.358/",
    doi = "10.18653/v1/2025.findings-naacl.358",
    pages = "6396--6418",
    ISBN = "979-8-89176-195-7"
}

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%0 Conference Proceedings
%T CollagePrompt: A Benchmark for Budget-Friendly Visual Recognition with GPT-4V
%A Xu, Siyu
%A Wang, Yunke
%A Liu, Daochang
%A Du, Bo
%A Xu, Chang
%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 xu-etal-2025-collageprompt
%R 10.18653/v1/2025.findings-naacl.358
%U https://aclanthology.org/2025.findings-naacl.358/
%U https://doi.org/10.18653/v1/2025.findings-naacl.358
%P 6396-6418

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Markdown (Informal)

[CollagePrompt: A Benchmark for Budget-Friendly Visual Recognition with GPT-4V](https://aclanthology.org/2025.findings-naacl.358/) (Xu et al., Findings 2025)

CollagePrompt: A Benchmark for Budget-Friendly Visual Recognition with GPT-4V (Xu et al., Findings 2025)

ACL

Siyu Xu, Yunke Wang, Daochang Liu, Bo Du, and Chang Xu. 2025. CollagePrompt: A Benchmark for Budget-Friendly Visual Recognition with GPT-4V. In Findings of the Association for Computational Linguistics: NAACL 2025, pages 6396–6418, Albuquerque, New Mexico. Association for Computational Linguistics.