This is somewhat surprising, since intuitively, ToBI should be capturing information very similar to what pauses and word durations capture, particularly when it is predicted based partially on these phenomena.
our learned ToBI predictor only gets roughly 50 F 1 on break prediction, so ToBI prediction is clearly a hard task even with sophisticated features.