Update README.md

README.md

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 # Baseline model for audio classification of orthopera and hemiptera
 
-The baseline model which was used in the ECOSoundSet-paper, in order to tag audio files, with one or more of 86 species belonging to the orthoptera or hemiptera insect orders.
+This baseline model, utilized in the ECOSoundSet paper, was trained to tag audio files with one or more of 86 species from the Orthoptera and Hemiptera insect orders.
 
 ## Installation
 
@@ -31,8 +31,8 @@ The model has been originally trained on AudioSet by Kong et. al.
 
 ### Dataset
 
-The model has been further trained (finetuned) on audio segments of the ECOSoundSet dataset, which is soon to be submitted,
-and will referenced here as soon as it is publicly available. 
+The model has been further trained (finetuned) on 4s long audio segments of the ECOSoundSet dataset, which is soon to be submitted,
+and will be referenced here as soon as it is publicly available. 
 
 
 ### Features
@@ -46,7 +46,7 @@ The model has been trained for 30 epochs. At the end of each epoch, the model wa
 
 ## Evaluation
 
-The performance on the test set reached a 0.56 (macro) f1-score.
+The performance on the test set reached a (macro) f1-score of 0.56.
 
 
 ## Acknowledgments