@@ -1,2 +1,12 @@
-# Grok
+# OpenAI Grok Curve Experiments
+## Paper
+
+This is the code for the paper [Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets](https://arxiv.org/abs/2201.02177) by Alethea Power, Yuri Burda, Harri Edwards, Igor Babuschkin, and Vedant Misra
+## Installation and Training
+```bash
+pip install -e .
+./scripts/train.py
+```
