Okay, so I tried diversifying the labels using the approach that I mentioned previously, and I also added class weights like you showed in your tutorial. The outputs are a bit more reasonable now, although there’s evidently still not enough non-positive emojis to fill five slots.

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Here 2’s the demo made with akshay7’s help.