Experiments show that direct multi-participant models do not generalize to held out data, and likely never will, for practical reasons.
the Extended-Degree-of-Overlap model represents a suitable candidate for future work in this area, and is shown to successfully predict the distribution of speech in time and across participants in previously unseen conversations.