Update README.md

README.md

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-# TinyStories Scope
+# TS Medium Scope
 This is a repo containing a bunch of SAEs trained on our [medium-sized tiny stories model](https://huggingface.co/tdooms/ts-medium).
 This repo uses a simple implementation of Top-K SAEs.
 
 Note that this is very much a dump and is not recommended for general use. 
-Most SAEs were trained on a need-to basis. 
-While they are all trained until convergence (MSE not decreasing), they have varying hyperparameters.
+Most SAEs were trained on a need-to basis and have varying parameters.
+All SAEs are trained until convergence (both in terms of MSE and CE error).