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 # Extensions
 
-This repository encompasses our effort to extend and improve the methods initially proposd by [Yarats & Lewis(2018)](https://arxiv.org/abs/1712.05846). 
+This repository encompasses our effort to extend and improve the methods initially proposd by [Yarats & Lewis(2018)](https://arxiv.org/abs/1712.05846).
+
 On this repository our presented extensions include: 
 * Addidtion of transformers 
 * Implemmentation of Monte Carlo Tree Search to utterence rollouts