add readme

README.md

@@ -2597,3 +2597,11 @@ model-index:
     - type: max_f1
       value: 80.05039276715578
 ---
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+# Repetition Improves Language Model Embeddings
+
+Please refer to our paper: [https://arxiv.org/abs/2402.15449](https://arxiv.org/abs/2402.15449)
+
+And our GitHub: [https://github.com/jakespringer/echo-embeddings](https://github.com/jakespringer/echo-embeddings)
+
+We provide a description of the model as well as example usage in the above links.