metadata
pretty_name: Model Atlas - Data
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},
}