tim-lawson
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Push model using huggingface_hub.
Browse files- README.md +41 -3
- model.safetensors +1 -1
README.md
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---
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tags:
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- model_hub_mixin
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- pytorch_model_hub_mixin
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---
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language: en
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library_name: mlsae
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license: mit
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tags:
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- arxiv:2409.04185
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---
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# Model Card for tim-lawson/mlsae-Llama-3.2-3B-x64-k32
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A Multi-Layer Sparse Autoencoder (MLSAE) trained on the residual stream activation
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vectors from [meta-llama/Llama-3.2-3B](https://huggingface.co/meta-llama/Llama-3.2-3B) with an
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expansion factor of R = 64 and sparsity k = 32, over 1 billion
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tokens from [monology/pile-uncopyrighted](https://huggingface.co/datasets/monology/pile-uncopyrighted).
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This model is a PyTorch TopKSAE module, which does not include the underlying
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transformer.
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### Model Sources
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- **Repository:** <https://github.com/tim-lawson/mlsae>
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- **Paper:** <https://arxiv.org/abs/2409.04185>
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- **Weights & Biases:** <https://wandb.ai/timlawson-/mlsae>
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## Citation
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**BibTeX:**
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```bibtex
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@misc{lawson_residual_2024,
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title = {Residual {{Stream Analysis}} with {{Multi-Layer SAEs}}},
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author = {Lawson, Tim and Farnik, Lucy and Houghton, Conor and Aitchison, Laurence},
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year = {2024},
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month = oct,
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number = {arXiv:2409.04185},
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eprint = {2409.04185},
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primaryclass = {cs},
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publisher = {arXiv},
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doi = {10.48550/arXiv.2409.04185},
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urldate = {2024-10-08},
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archiveprefix = {arXiv}
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}
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```
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