On the other hand, since for truthful reviews, we are able to select a small subset for which we have high confidence only by using a combination of various heuristics, the constructed dataset is inherently biased.
given the limited number and size of currently available gold-standard datasets, in the process of developing more sophisticated models involving a larger number of features, we may inevitably face the issue of overfitting on a relatively small set of data.