Paper: String Re-writing Kernel

ACL ID P12-1047
Title String Re-writing Kernel
Venue Annual Meeting of the Association of Computational Linguistics
Session Main Conference
Year 2012
Authors

Learning for sentence re-writing is a funda- mental task in natural language processing and information retrieval. In this paper, we pro- pose a new class of kernel functions, referred to as string re-writing kernel, to address the problem. A string re-writing kernel measures the similarity between two pairs of strings, each pair representing re-writing of a string. It can capture the lexical and structural sim- ilarity between two pairs of sentences with- out the need of constructing syntactic trees. We further propose an instance of string re- writing kernel which can be computed effi- ciently. Experimental results on benchmark datasets show that our method can achieve bet- ter results than state-of-the-art methods on two sentence re-writing learning tasks: paraphrase identification and ...