Eliahu/ModelAtlasData

Dataset Card for Model Atlas - Data

The Model Atlas Dataset contains the processed data used in the paper Charting and Navigating Hugging Face's Model Atlas.

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Dataset Description

This dataset is derived from the original hub-stats dataset and has undergone several preprocessing steps specifically tailored for the Model Atlas:

• Removed unnecessary columns.
• Extracted relevant attributes from tags into dedicated columns.
• Manually annotated over 1,000 records with base_model, base_model_relation, or marked as unknown.
• Automatically extracted base_model information from model cards using a regex-based approach.
• Removed base_model loops and self-loops.
• Excluded models without weight files in the repository (i.e., files matching these extensions: .pt, .pth, .bin, .safetensors, .ckpt, .pb, .h5, .npy, .npz, .onnx, .tflite, .xmodel, .dlc, .uff, .pbtxt, .msgpack, .pkl, .mar, .gguf, .ggml, .pdparams, .pdopt, .imatrix, .jit, .t7, .mdl).
• Added "virtual" models to represent base models that have been removed but are still referenced by other models (e.g., ruwnayml/stable-diffusion-v1-5).

The code used for transforming this data into the directed acyclic graph (DAG) utilized in the paper and demo will be available at https://github.com/eliahuhorwitz/Model-Atlas.

Citation

If you use this dataset in your research or work, please cite our paper:

@misc{horwitz2025chartingnavigatinghuggingfaces,
      title={Charting and Navigating Hugging Face's Model Atlas}, 
      author={Eliahu Horwitz and Nitzan Kurer and Jonathan Kahana and Liel Amar and Yedid Hoshen},
      year={2025},
      eprint={2503.10633},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2503.10633}, 
}