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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 completely different domains.
  
  Specially, we first apply a Slot Attention to be taught a set of slot-particular options
  from the unique dialogue and then combine them utilizing a slot info sharing module.
  Slot Attention with Value Normalization for Multi-Domain Dialogue State Tracking Yexiang Wang author Yi Guo
  writer Siqi Zhu writer 2020-nov text 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 problems of dialogue state tracking (DST).
  In this paper, we propose a new architecture to cleverly exploit ontology,
  which consists of Slot Attention (SA) and Value Normalization (VN), referred to as SAVN.
  SAS: Dialogue State Tracking via Slot Attention and Slot Information Sharing Jiaying Hu
  writer Yan Yang creator Chencai Chen creator Liang He writer
  Zhou Yu author 2020-jul text Proceedings
  of the 58th Annual Meeting of the Association for Computational Linguistics
  Association for Computational Linguistics Online conference publication Dialogue state tracker is accountable for inferring
  user intentions by way of dialogue history. We suggest a Dialogue State Tracker with Slot Attention and Slot Information Sharing
  (SAS) to scale back redundant information’s interference
  and improve lengthy dialogue context tracking.
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