Frequencies in Multiclass multilabel classification

Question

I am wondering how can I handle frequencies in multilabel classification settings?

• One possible way is to normalize the labels, it would convert the classification problem into regression.
• Is there any other elegant way to solve this issue?

Here is an example of my dataset. For compound_1, we observed non-toxic behavior in 4 samples, while 1 sample is showing mild toxicity.