Relaxing the location assumptions with the Truncated Prior (γ = 1000) and placing informative priors on neutral words (ψ = 0.01) show varying degrees of improvements.
due to the limited number of hold-out test words, large improvements are required for significant differences -which only is observed for the sentiment dimension in the Senate corpus.