Improve metadata: Update task category and add relevant tags
Browse filesThis PR updates the `task_categories` metadata from `image-text-to-text` to `image-feature-extraction`, as the dataset is primarily used for diagnosing visual feature extraction and compositional failures in Vision-Language Models (VLMs), as described in the paper.
Additionally, relevant tags such as `vlm`, `mechanistic-interpretability`, `compositional-reasoning`, and `synthetic-data` have been added to enhance the dataset's discoverability and better reflect its characteristics and research focus.
README.md
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This dataset is used in the work **"Do VLMs Have Bad Eyes? Diagnosing Compositional Failures via Mechanistic Interpretability"** [Paper](https://huggingface.co/papers/2508.16652)
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For more details, please refer to the [GitHub repository](https://github.com/Mystic-Slice/Do-VLMs-Have-Bad-Eyes).
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---
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task_categories:
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- image-feature-extraction
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tags:
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- vlm
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- mechanistic-interpretability
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- compositional-reasoning
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- synthetic-data
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pretty_name: Toy Shapes Dataset
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dataset_info:
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features:
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- name: num_shapes
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dtype: int64
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- name: shape_0
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dtype: string
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- name: color_0
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dtype: string
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- name: position_0
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dtype: string
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- name: shape_1
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dtype: string
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- name: color_1
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dtype: string
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- name: position_1
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dtype: string
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- name: shape_2
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dtype: string
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- name: color_2
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dtype: string
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- name: position_2
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dtype: string
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- name: shape_3
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dtype: string
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- name: color_3
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dtype: string
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- name: position_3
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dtype: string
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- name: shape_4
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dtype: string
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- name: color_4
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dtype: string
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- name: position_4
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dtype: string
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- name: image
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dtype: image
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splits:
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- name: train
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num_bytes: 1559700
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num_examples: 500
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download_size: 1354975
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dataset_size: 1559700
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train-*
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arxiv: 2508.16652
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---
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This dataset is used in the work **"Do VLMs Have Bad Eyes? Diagnosing Compositional Failures via Mechanistic Interpretability"** [Paper](https://huggingface.co/papers/2508.16652)
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For more details, please refer to the [GitHub repository](https://github.com/Mystic-Slice/Do-VLMs-Have-Bad-Eyes).
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