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To handle these phenomena, we propose a Dialogue State Tracking with Slot Connections (DST-SC) mannequin to explicitly consider slot correlations throughout different domains.
Specially, we first apply a Slot Attention to
learn a set of slot-specific options from
the unique dialogue after which integrate them utilizing a slot data sharing module.
Slot Attention with Value Normalization for Multi-Domain Dialogue State
Tracking Yexiang Wang writer Yi Guo creator Siqi Zhu creator 2020-nov text Proceedings of the 2020 Conference on Empirical
Methods in Natural Language Processing (EMNLP) Association for Computational Linguistics Online conference publication Incompleteness
of area ontology and unavailability of some values are two inevitable issues of dialogue state monitoring (DST).
On this paper, we suggest a brand new structure to cleverly exploit ontology, which
consists of Slot Attention (SA) and Value Normalization (VN), referred to as SAVN.
SAS: Dialogue State Tracking by way of Slot Attention and
Slot Information Sharing Jiaying Hu author Yan Yang creator
Chencai Chen author Liang He writer Zhou Yu creator 2020-jul text Proceedings of the 58th Annual
Meeting of the Association for Computational
Linguistics Association for Computational Linguistics Online convention publication Dialogue state tracker is answerable for inferring consumer intentions via dialogue historical past.
We suggest a Dialogue State Tracker with Slot Attention and Slot Information Sharing (SAS) to
reduce redundant information’s interference and enhance lengthy dialogue context monitoring.
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