Update README.md

README.md

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 # PIQ Posthoc Interpreter trained on ESC50
 
-This repository provides all the necessary tools to perform audio posthoc interpretations using the [PIQ](https://arxiv.org/abs/2303.12659) method on a conv-2d classifier.  
+This repository provides all the necessary tools to perform audio posthoc interpretations using the [PIQ](https://arxiv.org/abs/2303.12659) method on a conv-2d classifier, with the following performance on the ESC50 dataset: 
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 | Release | Classification Accuracy Valid | Classification Accuracy Test | 
 |:-------------:|:--------------:|:--------------:|
 | 15-07-23 | 80% | 75% |
 
 
+Please, take a look at the [reference paper](https://arxiv.org/abs/2303.12659) for more info. You can find the training recipe in SpeechBrain [here](https://github.com/speechbrain/speechbrain/tree/develop/recipes/ESC50/interpret).
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 ## Install SpeechBrain