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README.md
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---
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pretty_name: Model Atlas - Data
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---
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# Dataset Card for Model Atlas - Data
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The **Model Atlas Dataset** contains the processed data used in the paper [Charting and Navigating Hugging Face's Model Atlas](https://arxiv.org/abs/2503.10633).
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<p align="center">
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🌐 <a href="https://horwitz.ai/model-atlas" target="_blank">Homepage</a> | 🗺️ <a href="https://huggingface.co/spaces/Eliahu/Model-Atlas" target="_blank">Demo</a> | 📃 <a href="https://arxiv.org/abs/2503.10633" target="_blank">Paper</a> | 🧑💻 <a href="https://github.com/eliahuhorwitz/Model-Atlas" target="_blank">Code</a> | ✉️ <a href="mailto:[email protected]" target="_blank">Point of Contact</a>
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</p>
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## Dataset Description
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This dataset is derived from the original [hub-stats](https://huggingface.co/datasets/cfahlgren1/hub-stats) dataset and has undergone several preprocessing steps specifically tailored for the Model Atlas:
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- Removed unnecessary columns.
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- Extracted relevant attributes from tags into dedicated columns.
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- Manually annotated over 1,000 records with `base_model`, `base_model_relation`, or marked as unknown.
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- Automatically extracted `base_model` information from model cards using a regex-based approach.
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- Removed `base_model` loops and self-loops.
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- 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`).
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- 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`).
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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](https://github.com/eliahuhorwitz/Model-Atlas).
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## Citation
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If you use this dataset in your research or work, please cite our paper:
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```bibtex
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@misc{horwitz2025chartingnavigatinghuggingfaces,
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title={Charting and Navigating Hugging Face's Model Atlas},
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author={Eliahu Horwitz and Nitzan Kurer and Jonathan Kahana and Liel Amar and Yedid Hoshen},
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year={2025},
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eprint={2503.10633},
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archivePrefix={arXiv},
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primaryClass={cs.LG},
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url={https://arxiv.org/abs/2503.10633},
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}
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```
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