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license: cc-by-nc-4.0
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# INQUIRE-Rerank

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**INQUIRE** is a text-to-image retrieval benchmark designed to challenge multimodal models with expert-level queries about the natural world.

The **INQUIRE-Rerank** task fixes an initial ranking of 100 images per query using CLIP ViT-H-14 zero-shot retrieval on the entire 5 million image iNat24 dataset.
This makes reranking evaluation consistent, and saves time from running the initial retrieval yourself. If you're interested in full-dataset retrieval,
check out **INQUIRE-Fullrank**.


<img src="https://cdn-uploads.huggingface.co/production/uploads/630b1e44cd26ad7f60d490e2/CIFPqSwwkSSZo0zMoQOCr.jpeg" style="max-width:1000px"/>