My impression of the 0th class you are referring to is the [CLS] token appended at the beginning of the sequence before feeding it to BERT. Also, I presume RC in rc_probabilities merely stands for Relation Classification. Did you come across this work
https://arxiv.org/pdf/1905.08284.pdf 2
while working on the code? This may have more information on what you are looking for.