In this paper, we focus on chunking including contiguous multiword expression recognition, namely super-chunking. In particular, we present different strategies to improve a superchunker based on Conditional Random Fields by combining it with a finite-state symbolic super-chunker driven by lexical and grammatical resources. We display a substantial gain of 7.6 points in terms of overall accuracy.
Constant, M., Blanc, O., & Watrin, P. (2013). Accounting for Contiguous Multiword Expressions in Shallow Parsing. Prague Bulletin of Mathematical Linguistics, 99(1), 57-73. https://doi.org/10.2478/pralin-2013-0004 (Original work published 2013)