Finding the smallest binarization of a CFG is NP-hard
作者:
Highlights:
• We show that finding the minimum binarization of a context-free grammar is NP-hard.
• We also provide a lower bound on the approximability of this problem.
• The proof is based on reduction from vertex cover.
• The result also extends to other grammatical formalisms used in NLP.
摘要
•We show that finding the minimum binarization of a context-free grammar is NP-hard.•We also provide a lower bound on the approximability of this problem.•The proof is based on reduction from vertex cover.•The result also extends to other grammatical formalisms used in NLP.
论文关键词:Natural language processing,Complexity,Binarization,Grammars,Context-free grammar,Parsing
论文评审过程:Received 10 June 2012, Revised 25 September 2013, Accepted 19 December 2013, Available online 2 January 2014.
论文官网地址:https://doi.org/10.1016/j.jcss.2013.12.003