SpuriVerse / README.md
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metadata
license: cc-by-4.0
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
dataset_info:
  features:
    - name: image
      dtype: image
    - name: question
      dtype: string
    - name: A
      dtype: string
    - name: B
      dtype: string
    - name: C
      dtype: string
    - name: D
      dtype: string
    - name: answer
      dtype: string
    - name: benchmark
      dtype: string
    - name: image_id
      dtype: string
    - name: spurious_attribute
      dtype: string
    - name: category
      dtype: string
    - name: description
      dtype: string
    - name: spurious_group_1
      dtype: image
    - name: spurious_group_2
      dtype: image
    - name: spurious_group_3
      dtype: image
    - name: spurious_group_4
      dtype: image
    - name: spurious_group_5
      dtype: image
    - name: spurious_group_6
      dtype: image
    - name: spurious_group_7
      dtype: image
    - name: spurious_group_8
      dtype: image
    - name: spurious_group_9
      dtype: image
    - name: spurious_group_10
      dtype: image
    - name: core_group_1
      dtype: image
    - name: core_group_2
      dtype: image
    - name: core_group_3
      dtype: image
    - name: core_group_4
      dtype: image
    - name: core_group_5
      dtype: image
    - name: core_group_6
      dtype: image
    - name: core_group_7
      dtype: image
    - name: core_group_8
      dtype: image
    - name: core_group_9
      dtype: image
    - name: core_group_10
      dtype: image
  splits:
    - name: train
      num_bytes: 4296771456
      num_examples: 124
  download_size: 4269644455
  dataset_size: 4296771456

We present SpuriVerse, a multimodal benchmark comprising 124 distinct spurious correlations extracted from real-world datasets, each containing 11 examples --- 1 from the original dataset, referred to as the anchor and 10 synthetic examples, referred as the spurious group --- for a total of 1364 instances.