The dialog state tracking challenge series: A review

JD Williams, A Raux, M Henderson - Dialogue & Discourse, 2016 - journals.uic.edu
In a spoken dialog system, dialog state tracking refers to the task of correctly inferring the
state of the conversation--such as the user's goal--given all of the dialog history up to that …

[PDF][PDF] Web-style ranking and SLU combination for dialog state tracking

JD Williams - Proceedings of the 15th Annual Meeting of the …, 2014 - aclanthology.org
In spoken dialog systems, statistical state tracking aims to improve robustness to speech
recognition errors by tracking a posterior distribution over hidden dialog states. This paper …

ConvXAI: a system for multimodal interaction with any black-box explainer

L Malandri, F Mercorio, M Mezzanzanica… - Cognitive Computation, 2023 - Springer
Several studies have addressed the importance of context and users' knowledge and
experience in quantifying the usability and effectiveness of the explanations generated by …

Incremental LSTM-based dialog state tracker

L Zilka, F Jurcicek - 2015 Ieee Workshop on Automatic Speech …, 2015 - ieeexplore.ieee.org
A dialog state tracker is an important component in modern spoken dialog systems. We
present an incremental dialog state tracker, based on LSTM networks. It directly uses …

A generalized rule based tracker for dialogue state tracking

K Sun, L Chen, S Zhu, K Yu - 2014 IEEE Spoken Language …, 2014 - ieeexplore.ieee.org
Dialogue state tracking plays an important role in statistical dialogue management. Domain-
independent rule-based approaches are attractive due to their efficiency, portability and …

[PDF][PDF] Task lineages: Dialog state tracking for flexible interaction

S Lee, A Stent - Proceedings of the 17th Annual Meeting of the …, 2016 - aclanthology.org
We consider the gap between user demands for seamless handling of complex interactions,
and recent advances in dialog state tracking technologies. We propose a new statistical …

Constrained markov bayesian polynomial for efficient dialogue state tracking

K Yu, K Sun, L Chen, S Zhu - IEEE/ACM Transactions on Audio …, 2015 - ieeexplore.ieee.org
Dialogue state tracking (DST) is a process to estimate the distribution of the dialogue states
at each dialogue turn given the interaction history. Although data-driven statistical …

Alex: A statistical dialogue systems framework

F Jurčíček, O Dušek, O Plátek, L Žilka - Text, Speech and Dialogue: 17th …, 2014 - Springer
This paper describes the Alex Dialogue Systems Framework (ADSF). The ADSF currently
includes mature components for public telephone network connectivity, voice activity …

[PDF][PDF] Sequential labeling for tracking dynamic dialog states

S Kim, RE Banchs - Proceedings of the 15th Annual Meeting of …, 2014 - aclanthology.org
This paper presents a sequential labeling approach for tracking the dialog states for the
cases of goal changes in a dialog session. The tracking models are trained using linear …

A bi-model approach for handling unknown slot values in dialogue state tracking

Y Wang, Y Shen, H Jin - ICASSP 2020-2020 IEEE International …, 2020 - ieeexplore.ieee.org
In this paper, we present an end-to-end bi-model structure for dialogue state tracking, which
can handle the scenarios when the spoken language understanding model with a …