Hello @m3hrdadfi!
First of all, thanks for your amazing work, it’s really cool. I started investigating on speech emotion recognition last year and I was working on a fine-tuned version of this wav2vec2 model when I saw your work, which I founded very interesting (some of your choices were very helpful indeed ).
The truth is that I achieved very good and promising results for an English version and while I was sharing the model on the HF hub, I found very handy and poor generalizable the way others can approach or even use this speech classification models. Do you know if there is something like a Wav2Vec2ForSpeechClassification class or some standarization under development or in the scope? (i.e. similar to the BertForSequenceClassification). I think it will be very useful for this type of audio classification tasks due to the capabilities of Wav2Vec 2.0.
Anyway, congratulations again for your awesome work