In this study, we provide a systematic comparison and analysis of three such kernels -subsequence kernel (Bunescu and Mooney, 2005b) , dependency tree kernel (Culotta and Sorensen, 2004) and dependency path kernel <cite>(Bunescu and Mooney, 2005a)</cite> .