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    <abstract>In this study, we propose using the GPT-3 as a query generator for the backend of CLIP as an implicit word sense disambiguation (WSD) component for the SemEval 2023 shared task Visual Word Sense Disambiguation (VWSD). We confirmed previous findings — human-like prompts adapted for WSD with quotes benefit both CLIP and GPT-3, whereas plain phrases or poorly templated prompts give the worst results.</abstract>
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%0 Conference Proceedings
%T Query Generation Using GPT-3 for CLIP-Based Word Sense Disambiguation for Image Retrieval
%A Pan, Xiaomeng
%A Chen, Zhousi
%A Komachi, Mamoru
%Y Palmer, Alexis
%Y Camacho-collados, Jose
%S Proceedings of the 12th Joint Conference on Lexical and Computational Semantics (*SEM 2023)
%D 2023
%8 July
%I Association for Computational Linguistics
%C Toronto, Canada
%F pan-etal-2023-query
%X In this study, we propose using the GPT-3 as a query generator for the backend of CLIP as an implicit word sense disambiguation (WSD) component for the SemEval 2023 shared task Visual Word Sense Disambiguation (VWSD). We confirmed previous findings — human-like prompts adapted for WSD with quotes benefit both CLIP and GPT-3, whereas plain phrases or poorly templated prompts give the worst results.
%R 10.18653/v1/2023.starsem-1.36
%U https://aclanthology.org/2023.starsem-1.36
%U https://doi.org/10.18653/v1/2023.starsem-1.36
%P 417-422

Markdown (Informal)

[Query Generation Using GPT-3 for CLIP-Based Word Sense Disambiguation for Image Retrieval](https://aclanthology.org/2023.starsem-1.36) (Pan et al., *SEM 2023)

• Query Generation Using GPT-3 for CLIP-Based Word Sense Disambiguation for Image Retrieval (Pan et al., *SEM 2023)

ACL

• Xiaomeng Pan, Zhousi Chen, and Mamoru Komachi. 2023. Query Generation Using GPT-3 for CLIP-Based Word Sense Disambiguation for Image Retrieval. In Proceedings of the 12th Joint Conference on Lexical and Computational Semantics (*SEM 2023), pages 417–422, Toronto, Canada. Association for Computational Linguistics.