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---
license: cc-by-nc-4.0
dataset_info:
  features:
  - name: image
    dtype: image
  - name: query
    dtype: string
  - name: relevant
    dtype: int64
  - name: clip_score
    dtype: float64
  - name: inat24_image_id
    dtype: int64
  - name: inat24_file_name
    dtype: string
  - name: supercategory
    dtype: string
  - name: category
    dtype: string
  - name: iconic_group
    dtype: string
  - name: inat24_category_id
    dtype: int64
  - name: inat24_category_name
    dtype: string
  - name: latitude
    dtype: float64
  - name: longitude
    dtype: float64
  - name: location_uncertainty
    dtype: float64
  - name: date
    dtype: string
  - name: license
    dtype: string
  - name: rights_holder
    dtype: string
  splits:
  - name: train
    num_bytes: 1821853979.0
    num_examples: 16100
  download_size: 22078996
  dataset_size: 1821853979.0
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
---

# INQUIRE-Rerank

<!-- ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/630b1e44cd26ad7f60d490e2/CIFPqSwwkSSZo0zMoQOCr.jpeg) -->
<!-- ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/630b1e44cd26ad7f60d490e2/dQBEuQJz46CN5yM7Hz_pq.jpeg) -->

**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="width:100%;max-width:1000px"/>