Update README.md

README.md

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 license: cc-by-4.0
+library_name: saelens
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-! WARNING: we are currently working on uploading transcoders and expect them to arrive in less than 12 hours
+⚠️ WARNING: we are still uploading these SAEs
+
+# 1. Gemma Scope
+
+Gemma Scope is a comprehensive, open suite of sparse autoencoders for Gemma 2 9B and 2B. Sparse Autoencoders are a "microscope" of sorts that can help us break down a model’s internal activations into the underlying concepts, just as biologists use microscopes to study the individual cells of plants and animals.
+
+See our [landing page](https://huggingface.co/google/gemma-scope) for details on the whole suite. This is a specific set of SAEs:
+
+# 2. What Is `gemma-scope-2b-pt-transcoders`?
+
+- `gemma-scope-`: See 1.
+- `2b-pt-`: These SAEs were trained on Gemma v2 2B base model.
+- `transcoders`: These SAEs are transcoders: they were trained to reconstruct the output of MLP sublayers from the input to the MLP sublayers: see https://arxiv.org/abs/2406.11944
+
+# 3. Point of Contact
+
+Point of contact: Arthur Conmy
+
+Contact by email:
+
+```python
+''.join(list('moc.elgoog@ymnoc')[::-1])
+```
+
+HuggingFace account:
+https://huggingface.co/ArthurConmyGDM