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README.md

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 # CoNeTTE model for Audio Captioning
 
 
-CoNeTTE is an audio captioning system, which generate a short textual description of the sound events in any audio file.
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-The architecture and training are explained in the corresponding [paper](https://arxiv.org/pdf/2309.00454.pdf). The model has been developped by me ([Étienne Labbé](https://labbeti.github.io/)) during my PhD. 
+CoNeTTE is an audio captioning system, which generate a short textual description of the sound events in any audio file. The architecture and training are explained in the corresponding [paper](https://arxiv.org/pdf/2309.00454.pdf). The model has been developped by me ([Étienne Labbé](https://labbeti.github.io/)) during my PhD. 
 
 ## Installation
 ```bash