Domain adaptation for sequence labeling using hidden Markov models

Edouard Grave, Guillaume Obozinski, Francis Bach

Most natural language processing systems based on machine learning are not robust to domain shift. For example, a state-of-the-art syntactic dependency parser trained on Wall Stree…