A model selection technique that picks the HMM model with lowest perplexity (HMM 1-100) results in better ADS performance than previous results. As shown in Table 2, HMM 1-100 reduces error over the HMM-T model in <cite>(Downey et al., 2007)</cite> by 26%, on average.