I would still prefer to call this function multiclass_log_loss. The rationale for being explicit is that people keep confusing binary and multiclass logistic regression. Plus, if we add a log_loss function (for binary regression) in the future, it can also support multiple classes by summing the loss values of each binary task (this is the loss function that OVR-based logistic regression optimizes).