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 # relation-network
-implement relation network introduced by deepmind using keras.
+keras implementation of  [A simple neural network module for relational reasoning](https://arxiv.org/pdf/1706.01427.pdf)
 
 Relation network is a noval neural network introduced by deepmind in [A simple neural network module for relational reasoning](https://arxiv.org/pdf/1706.01427.pdf). It can achieve super-human performance in challenging visual question answering datasets such as CLEVR.
 
-I implement Relation network using keras and train it on a challenging visual question answering dataset called [Cornell NLVR](https://github.com/cornell-lic/nlvr). The training is in progress. The temporal test accuracy is 76.87%, which is much higher than the previous state of the art (61.99%).
+I implement Relation network using keras and train it on a challenging visual question answering dataset called [Cornell NLVR](https://github.com/cornell-lic/nlvr). The training is in progress. The temporal test accuracy is 89.10%, which is much higher than the previous state of the art (61.99%).