For SemEval-2016, a fascinating thing to observe is -Unbiased and Biased RW-based sequences almost give a comparable performance in terms of accuracy.
the Biased RW view consistently outperformed the Unbiased view in F-macro measure in both datasets for each of the cases of node expansion.