Update README.md

README.md

@@ -9,7 +9,7 @@ tags:
 
 # Baseline model for audio classification of orthopera and hemiptera
 
-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.
+This baseline model, utilized in the ECOSoundSet paper (link will follow), was trained to tag audio files with one or more of 86 species from the Orthoptera and Hemiptera insect orders.
 
 ## Installation
 
@@ -17,6 +17,8 @@ To use the model, you have to install autrainer, e.g. via pip:
 
 `pip install autrainer`
 
+For more information about autrainer, please refer to: https://autrainer.github.io/autrainer/index.html
+
 ## Usage
 
 The model can be applied on all wav files present in a folder (`<data-root>`) and stored in another folder (`<output-root>`):
@@ -30,7 +32,7 @@ For possible inference settings (e.g. using sliding window) and all usable param
 
 ### Pretraining
 
-The model has been originally trained on AudioSet by Kong et. al.
+The model has been originally trained on AudioSet by Kong et. al. (https://ieeexplore.ieee.org/abstract/document/9229505).
 
 ### Dataset