Since some social media text messages are extremely short and contain several OOV words, they do not provide sufficient context, i.e., IV neighbors, to enable the extraction of good candidates from the word association graph.
to analyze the effects of the lambda and beta parameters, we plotted the performance of the system on the LexNorm1.1 data set by varying their values (see Figure 4).