Behavior Gated Language Models
Table 1: Language model test perplexities on Couples Therapy and Cancer Couples Interaction Dataset.
['[BOLD] Model', '[BOLD] CoupTher', '[BOLD] Cancer']
Couple ’s Therapy Corpus We utilize the Couple’s Therapy Corpus as an in-domain experimental corpus since our behavior classification model is also trained on the same. The RNNLM architecture is similar to Zaremba et al. We find that the behavior gated language models yield lower perplexity compared to vanilla LSTM language model. A relative improvement of 2.43% is obtained with behavior gating on the couple’s data.