When comparing JST and Reverse-JST, it can be observed that Reverse-JST performed slightly worse than JST for all sets of experiments with about 1% to 2% drop in accuracy.
tSM may suffer from the problem of overfitting the data which is known as a deficiency of pLSI, and postprocessing is also required in order to calculate the sentiment prediction for a document.