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To handle these phenomena, we propose a Dialogue State Tracking with Slot Connections (DST-SC) model to
explicitly consider slot correlations throughout totally different domains.
Specially, we first apply a Slot Attention to be taught a set
of slot-specific features from the unique dialogue and then combine
them using a slot information sharing module.
Slot Attention with Value Normalization for Multi-Domain Dialogue
State Tracking Yexiang Wang author Yi Guo writer Siqi Zhu author 2020-nov textual content
Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)
Association for Computational Linguistics Online convention publication Incompleteness of
domain ontology and unavailability of some values are two
inevitable issues of dialogue state tracking (DST). On this paper, we suggest a brand new structure to cleverly exploit ontology,
which consists of Slot Attention (SA) and Value Normalization (VN),
known as SAVN. SAS: Dialogue State Tracking via Slot Attention and Slot Information Sharing Jiaying Hu creator Yan Yang writer Chencai Chen creator
Liang He writer Zhou Yu writer 2020-jul textual content Proceedings of the 58th Annual Meeting of the
Association for Computational Linguistics Association for
Computational Linguistics Online conference publication Dialogue state tracker is liable for inferring person intentions
via dialogue history. We propose a Dialogue State Tracker with Slot Attention and Slot Information Sharing (SAS) to scale
back redundant information’s interference and improve long dialogue context monitoring. 
 
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