PROPEL: Prompt Optimization with Expert Priors for Small and Medium-sized LLMs

Kawin Mayilvaghanan; Varun Nathan; Ayush Kumar

doi:10.18653/v1/2025.knowledgenlp-1.25

PROPEL: Prompt Optimization with Expert Priors for Small and Medium-sized LLMs

Kawin Mayilvaghanan, Varun Nathan, Ayush Kumar

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Anthology ID:: 2025.knowledgenlp-1.25
Volume:: Proceedings of the 4th International Workshop on Knowledge-Augmented Methods for Natural Language Processing
Month:: May
Year:: 2025
Address:: Albuquerque, New Mexico, USA
Editors:: Weijia Shi, Wenhao Yu, Akari Asai, Meng Jiang, Greg Durrett, Hannaneh Hajishirzi, Luke Zettlemoyer
Venues:: KnowledgeNLP | WS
SIG:
Publisher:: Association for Computational Linguistics
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Pages:: 272–302
Language:
URL:: https://aclanthology.org/2025.knowledgenlp-1.25/
DOI:: 10.18653/v1/2025.knowledgenlp-1.25
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Cite (ACL):: Kawin Mayilvaghanan, Varun Nathan, and Ayush Kumar. 2025. PROPEL: Prompt Optimization with Expert Priors for Small and Medium-sized LLMs. In Proceedings of the 4th International Workshop on Knowledge-Augmented Methods for Natural Language Processing, pages 272–302, Albuquerque, New Mexico, USA. Association for Computational Linguistics.
Cite (Informal):: PROPEL: Prompt Optimization with Expert Priors for Small and Medium-sized LLMs (Mayilvaghanan et al., KnowledgeNLP 2025)
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PDF:: https://aclanthology.org/2025.knowledgenlp-1.25.pdf

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@inproceedings{mayilvaghanan-etal-2025-propel,
    title = "{PROPEL}: Prompt Optimization with Expert Priors for Small and Medium-sized {LLM}s",
    author = "Mayilvaghanan, Kawin  and
      Nathan, Varun  and
      Kumar, Ayush",
    editor = "Shi, Weijia  and
      Yu, Wenhao  and
      Asai, Akari  and
      Jiang, Meng  and
      Durrett, Greg  and
      Hajishirzi, Hannaneh  and
      Zettlemoyer, Luke",
    booktitle = "Proceedings of the 4th International Workshop on Knowledge-Augmented Methods for Natural Language Processing",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico, USA",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.knowledgenlp-1.25/",
    doi = "10.18653/v1/2025.knowledgenlp-1.25",
    pages = "272--302",
    ISBN = "979-8-89176-229-9"
}

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%0 Conference Proceedings
%T PROPEL: Prompt Optimization with Expert Priors for Small and Medium-sized LLMs
%A Mayilvaghanan, Kawin
%A Nathan, Varun
%A Kumar, Ayush
%Y Shi, Weijia
%Y Yu, Wenhao
%Y Asai, Akari
%Y Jiang, Meng
%Y Durrett, Greg
%Y Hajishirzi, Hannaneh
%Y Zettlemoyer, Luke
%S Proceedings of the 4th International Workshop on Knowledge-Augmented Methods for Natural Language Processing
%D 2025
%8 May
%I Association for Computational Linguistics
%C Albuquerque, New Mexico, USA
%@ 979-8-89176-229-9
%F mayilvaghanan-etal-2025-propel
%R 10.18653/v1/2025.knowledgenlp-1.25
%U https://aclanthology.org/2025.knowledgenlp-1.25/
%U https://doi.org/10.18653/v1/2025.knowledgenlp-1.25
%P 272-302

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Markdown (Informal)

[PROPEL: Prompt Optimization with Expert Priors for Small and Medium-sized LLMs](https://aclanthology.org/2025.knowledgenlp-1.25/) (Mayilvaghanan et al., KnowledgeNLP 2025)

PROPEL: Prompt Optimization with Expert Priors for Small and Medium-sized LLMs (Mayilvaghanan et al., KnowledgeNLP 2025)

ACL

Kawin Mayilvaghanan, Varun Nathan, and Ayush Kumar. 2025. PROPEL: Prompt Optimization with Expert Priors for Small and Medium-sized LLMs. In Proceedings of the 4th International Workshop on Knowledge-Augmented Methods for Natural Language Processing, pages 272–302, Albuquerque, New Mexico, USA. Association for Computational Linguistics.