mixed-pixels - Question and answers

I'm using Sentinel-2 imagery and a random forest classifier in R, but the mixed pixels between crops and soil are causing misclassification. I've tried increasing training samples and adjusting bands, but it's not solving the problem. Any practical tips or methods to handle this would be really helpful.