Update README.md

README.md

@@ -2,9 +2,16 @@
 license: apache-2.0
 ---
 
-# 1. GemmaScope
+# 1. Gemma Scope
 
-Gemmascope is TODO
+Gemma Scope is TODO
+
+You can learn more about Gemma Scope from:
+
+- 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 `gemmascope-2b-pt-res`?
 
@@ -12,27 +19,35 @@ Gemmascope is TODO
 - `2b-pt-`: These SAEs were trained on Gemma v2 2B base model.
 - `res`: These SAEs were trained on the model's residual stream.
 
-## 3. GTM FAQ (TODO(conmy): delete for main rollout)
-
-Q1: Why does this model exist in `gg-hf`?
-
-A1: See https://docs.google.com/document/d/1bKaOw2mJPJDYhgFQGGVOyBB3M4Bm_Q3PMrfQeqeYi0M (Google internal only).
-
-Q2: What does "SAE" mean?
+# 3. Quick start
 
-A2: Sparse Autoencoder. See https://docs.google.com/document/d/1roMgCPMPEQgaNbCu15CGo966xRLToulCBQUVKVGvcfM (should be available to trusted HuggingFace collaborators, and Google too).
-
-TODO(conmy): remove this when making the main repo.
+```python
+# TODO(conmy): write code
+```
 
-## 4. Point of Contact
+# 4. 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. 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.