Update README.md

README.md

@@ -4,50 +4,25 @@ license: cc-by-4.0
 
 # 1. Gemma Scope
 
-Gemma Scope is TODO
+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.
 
-You can learn more about Gemma Scope from:
+See our [landing page](https://huggingface.co/google/gemma-scope) for details on the whole suite. This is a specific set of SAEs:
 
-- Neuronpedia, an interactive external site hosting Gemma Scope: https://www.neuronpedia.org/gemma-scope
-- Our official Google DeepMind blog post: TODO
-- Our technical report: TODO (arxiv link here)
-- A colab demo for Gemma Scope: 
+# 2. What Is `gemma-scope-2b-pt-att`?
 
-# 2. What Is `gemmascope-2b-pt-res`?
-
-- `gemmascope-`: See <b>1.</b>
+- `gemma-scope-`: See 1.
 - `2b-pt-`: These SAEs were trained on Gemma v2 2B base model.
 - `res`: These SAEs were trained on the model's residual stream.
 
-# 3. Quick start
-
-```python
-# TODO(conmy): write code
-```
-
-# 4. Point of Contact
+## 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
-
-# 5. Full License
-
-All software is licensed under the Apache License, Version 2.0 (Apache 2.0). You may not use this file except in compliance with the Apache 2.0 license. You may obtain a copy of the Apache 2.0 license at: https://www.apache.org/licenses/LICENSE-2.0. 
-
-
-All other materials are licensed under the terms of the Creative Commons Attribution 4.0 International License (CC BY). You may obtain a copy of the CC-BY license at: https://creativecommons.org/licenses/by/4.0/legalcode.
-
-Unless required by applicable law or agreed to in writing, all software and materials distributed here under the Apache 2.0 or CC-BY licenses are distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the licenses for the specific language governing permissions and limitations under those licenses.
-
-
-This is not an official Google product.
-
-
-Copyright 2024 DeepMind Technologies Limited.