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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
totally different domains. Specially, we first apply a Slot
Attention to be taught a set of slot-specific
options from the unique dialogue after which combine them using a
slot data sharing module. Slot Attention with Value Normalization for Multi-Domain Dialogue
State Tracking Yexiang Wang writer Yi Guo author Siqi Zhu writer 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 domain ontology and unavailability of some values are two inevitable issues of dialogue state monitoring (DST).

In this paper, we suggest a new architecture to cleverly exploit ontology, which consists of Slot Attention (SA) and Value Normalization (VN), known as SAVN.
SAS: Dialogue State Tracking through Slot Attention and Slot
Information Sharing Jiaying Hu writer Yan Yang writer Chencai Chen creator Liang He creator Zhou Yu writer 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 chargeable for inferring person intentions by way of dialogue history.
We propose a Dialogue State Tracker with Slot Attention and Slot Information Sharing
(SAS) to cut back redundant information’s interference and enhance lengthy dialogue
context monitoring.

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