This combination (T+Filtered) outperforms the tweet only prediction by 3.9% -depicting nodes selected for expansion are important for inference.
as T+Biased without node expansion, T+Unbiased and T+Biased with sentiment polarized node expansion beat this T+Filtered by a margin of 1.8%, 2.7% & 6.4% accuracy respectively.