Propagating sentiment signals for estimating reputation polarity.

•Sentiment lexicons can be augmented to create reputation polarity lexicons.•Learning PMI values from training data is very effective for reputation polarity.•Sentiment signals can be propagated to annotate reputation polarity.•Pairwise similarity performs better than clustering tweets thematically.•Weakly supervised annotation of reputation polarity is feasible.