Comparing these results with Table 4, we see that there is still a gap between the performance of classifiers trained with manually annotated data versus automatically acquired data.
for this purpose, we combined the MPQA (Wilson et al., 2005), and the AfINN lexicon (Nielsen, 2011) to use as our sentiment lexicon.