Update README.md

README.md

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 license: apache-2.0
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+# mutual information Contrastive Sentence Embedding (**miCSE**):
+
+Language model trained for sentence similarity using mutual information-based Contrastive learning.
+
+Training **miCSE** imposes alignment between the attention pattern of different views during contrastive learning. Learning sentence embeddings with **miCSE** entails enforcing the syntactic consistency across augmented views for every single sentence, making contrastive self-supervised learning more sample efficient. 
+
+
+# Benchmark
+
 Model results on SentEval Benchmark:
 ```shell
 +-------+-------+-------+-------+-------+--------------+-----------------+--------+                                               
@@ -8,4 +17,9 @@ Model results on SentEval Benchmark:
 +-------+-------+-------+-------+-------+--------------+-----------------+--------+                                               
 | 71.71 | 83.09 | 75.46 | 83.13 | 80.22 |    79.70     |      73.62      | 78.13  |                                               
 +-------+-------+-------+-------+-------+--------------+-----------------+--------+  
-```
+```
+
+
+#### Authors:
+ - [Tassilo Klein](https://tjklein.github.io/)
+ - [Moin Nabi](https://moinnabi.github.io/)