Semantic role labeling via integer linear programming inference. Punyakanok, V., Roth, D., Yih, W., & Zimak, D. In Proceedings of the 20th international conference on Computational Linguistics - COLING '04, volume 3, pages 1346-es, 2004. Association for Computational Linguistics.
Semantic role labeling via integer linear programming inference [pdf]Paper  Semantic role labeling via integer linear programming inference [link]Website  abstract   bibtex   
We present a system for the semantic role la- beling task. The system combines a machine learning technique with an inference procedure based on integer linear programming that sup- ports the incorporation of linguistic and struc- tural constraints into the decision process. The system is tested on the data provided in the CoNLL-2004 shared task on semantic role la- beling and achieves very competitive results.

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