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SEQUENTIAL MATCHING MODEL FOR END-TO-END MULTI-TURN RESPONSE SELECTION

Abstract: 

Multi-turn conversation understanding is an important challenge for building intelligent dialogue systems, and end-to-end multi-turn response selection is one of the major tasks. Previous state-of-the-art models used hierarchy-based (utterance-level and token-level) neural networks to explicitly model the interactions among the different turns' utterances for context modeling. In this paper, we demonstrate that the potentials of sequential matching approaches have not yet been fully exploited in the past for multi-turn response selection. We investigate a sequential matching model based only on chain sequence for multi-turn response selection. The proposed model outperforms all previous models, including previous state-of-the-art hierarchy-based models, and achieves new state-of-the-art performances on two large-scale public multi-turn response selection benchmark datasets.

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Paper Details

Authors:
Qian Chen, Wen Wang
Submitted On:
7 May 2019 - 10:12pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Qian Chen
Paper Code:
HLT-P3.4
Document Year:
2019
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Poster of ICASSP2019

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[1] Qian Chen, Wen Wang, "SEQUENTIAL MATCHING MODEL FOR END-TO-END MULTI-TURN RESPONSE SELECTION", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/3991. Accessed: Jan. 18, 2020.
@article{3991-19,
url = {http://sigport.org/3991},
author = {Qian Chen; Wen Wang },
publisher = {IEEE SigPort},
title = {SEQUENTIAL MATCHING MODEL FOR END-TO-END MULTI-TURN RESPONSE SELECTION},
year = {2019} }
TY - EJOUR
T1 - SEQUENTIAL MATCHING MODEL FOR END-TO-END MULTI-TURN RESPONSE SELECTION
AU - Qian Chen; Wen Wang
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/3991
ER -
Qian Chen, Wen Wang. (2019). SEQUENTIAL MATCHING MODEL FOR END-TO-END MULTI-TURN RESPONSE SELECTION. IEEE SigPort. http://sigport.org/3991
Qian Chen, Wen Wang, 2019. SEQUENTIAL MATCHING MODEL FOR END-TO-END MULTI-TURN RESPONSE SELECTION. Available at: http://sigport.org/3991.
Qian Chen, Wen Wang. (2019). "SEQUENTIAL MATCHING MODEL FOR END-TO-END MULTI-TURN RESPONSE SELECTION." Web.
1. Qian Chen, Wen Wang. SEQUENTIAL MATCHING MODEL FOR END-TO-END MULTI-TURN RESPONSE SELECTION [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/3991