Update README.md

README.md

@@ -16,15 +16,14 @@ datasets:
 
 # FocalNet Classifier trained on ESC50
 
-This repository provides the pretrained model to perform audio classification with FocalNet model, implemented with SpeechBrain on the ESC50 dataset: 
+This repository provides the pretrained model to perform audio classification with FocalNet, implemented with SpeechBrain on the ESC50 dataset: 
 
-| Hyperparams file | Accuracy (%) |   Training time    |    GPUs     |
-|:----------------:|:------------:|:------------------:|:-----------:|
-|  focalnet.yaml   |     77.4     | 60 seconds / epoch | 1xV100 32GB |
+|  Release   | Accuracy (%) |   Training time    |    GPUs     |
+|:----------:|:------------:|:------------------:|:-----------:|
+|  01-16-24  |     77.4     | 60 seconds / epoch | 1xV100 32GB |
 
 Please, take a look at the [reference paper](https://arxiv.org/abs/2402.02754) for more info. You can find the training recipe in SpeechBrain [here](https://github.com/speechbrain/speechbrain/tree/develop/recipes/ESC50/interpret).
 
-
 ## Install SpeechBrain
 
 First of all, please install SpeechBrain with the following command:
@@ -36,8 +35,8 @@ pip install speechbrain
 Please notice that we encourage you to read our tutorials and learn more about
 [SpeechBrain](https://speechbrain.github.io).
 
-
 ### Limitations
+
 The SpeechBrain team does not provide any warranty on the performance achieved by this model when used on other datasets.
 
 #### Referencing SpeechBrain
@@ -55,6 +54,7 @@ The SpeechBrain team does not provide any warranty on the performance achieved b
 ```
 
 #### Referencing FocalNet
+
 If you use this model for your research, please use the following Bibtex to cite it:  
 ```bibtex
 @inproceedings{dellalibera2024focal,
@@ -66,6 +66,7 @@ If you use this model for your research, please use the following Bibtex to cite
 ```
 
 # **About SpeechBrain**
+
 - Website: https://speechbrain.github.io/
 - Code: https://github.com/speechbrain/speechbrain/
 - HuggingFace: https://huggingface.co/speechbrain/