TY - GEN
T1 - Modeling context-sensitive selectional preference with distributed representations
AU - Inoue, Naoya
AU - Matsubayashi, Yuichiro
AU - Ono, Masayuki
AU - Okazaki, Naoaki
AU - Inui, Kentaro
N1 - Funding Information:
This work was partially supported by JSPS KAKENHI Grant Numbers 15H01702, 15H05318, 15K16045, and CREST, JST.
Publisher Copyright:
© 1963-2018 ACL.
PY - 2016
Y1 - 2016
N2 - This paper proposes a novel problem setting of selectional preference (SP) between a predicate and its arguments, called as context-sensitive SP (CSP). CSP models the narrative consistency between the predicate and preceding contexts of its arguments, in addition to the conventional SP based on semantic types. Furthermore, we present a novel CSP model that extends the neural SP model (Van de Cruys, 2014) to incorporate contextual information into the distributed representations of arguments. Experimental results demonstrate that the proposed CSP model successfully learns CSP and outperforms the conventional SP model in coreference cluster ranking.
AB - This paper proposes a novel problem setting of selectional preference (SP) between a predicate and its arguments, called as context-sensitive SP (CSP). CSP models the narrative consistency between the predicate and preceding contexts of its arguments, in addition to the conventional SP based on semantic types. Furthermore, we present a novel CSP model that extends the neural SP model (Van de Cruys, 2014) to incorporate contextual information into the distributed representations of arguments. Experimental results demonstrate that the proposed CSP model successfully learns CSP and outperforms the conventional SP model in coreference cluster ranking.
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M3 - Conference contribution
AN - SCOPUS:85054983581
SN - 9784879747020
T3 - COLING 2016 - 26th International Conference on Computational Linguistics, Proceedings of COLING 2016: Technical Papers
SP - 2829
EP - 2838
BT - COLING 2016 - 26th International Conference on Computational Linguistics, Proceedings of COLING 2016
PB - Association for Computational Linguistics, ACL Anthology
T2 - 26th International Conference on Computational Linguistics, COLING 2016
Y2 - 11 December 2016 through 16 December 2016
ER -