We can see similar trends of performance for RW based sequences in case of sentiment polarized node expansion also.
sentiment polarized node expansion strategically mitigates the problem of under-specified tweets by extending the tweet-network view to include less-noisy informative nodes so that the generated walks are more diverse and discriminating.