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To handle these phenomena, we suggest a Dialogue State Tracking with Slot Connections (DST-SC) mannequin to explicitly consider slot correlations across different domains.
Specially, we first apply a Slot Attention to study
a set of slot-specific options from the original dialogue and then combine them utilizing a slot info sharing module.
Slot Attention with Value Normalization for Multi-Domain Dialogue State Tracking Yexiang Wang writer Yi Guo author Siqi Zhu
author 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
tracking (DST). In 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 writer Chencai Chen creator Liang He
author Zhou Yu creator 2020-jul textual content 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 consumer intentions through dialogue history.
We propose a Dialogue State Tracker with Slot Attention and Slot Information Sharing (SAS)
to cut back redundant information’s interference and improve
long dialogue context monitoring.
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