End-To-End Dialogue Modelling
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Benchmarks
MULTIWOZ 2.0
MULTIWOZ 2.1
Most implemented
Task-Oriented Dialog Systems that Consider Multiple Appropriate Responses under the Same Context
Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System
GALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-Supervised Learning and Explicit Policy Injection
Maintaining Common Ground in Dynamic Environments
Papers
Cross-Lingual Dialogue Dataset Creation via Outline-Based Generation
Multilingual task-oriented dialogue (ToD) facilitates access to services and information for many (communities of) speakers. Nevertheless, the potential of this technology is not fully realised, as current datasets for m…
Dialogue State TrackingEnd-To-End Dialogue ModellingNatural Language UnderstandingSpecificity+1GALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-Supervised Learning and Explicit Policy Injection
Pre-trained models have proved to be powerful in enhancing task-oriented dialog systems. However, current pre-training methods mainly focus on enhancing dialog understanding and generation tasks while neglecting the expl…
End-To-End Dialogue ModellingMulti-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System
Pre-trained language models have been recently shown to benefit task-oriented dialogue (TOD) systems. Despite their success, existing methods often formulate this task as a cascaded generation problem which can lead to e…
Dialogue State TrackingEnd-To-End Dialogue Modellingintent-classificationIntent ClassificationMulti-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System
Pre-trained language models have been recently shown to benefit task-oriented dialogue (TOD) systems. Despite their success, existing methods often formulate this task as a cascaded generation problem which can lead to e…
Dialogue State TrackingEnd-To-End Dialogue Modellingintent-classificationIntent ClassificationMaintaining Common Ground in Dynamic Environments
Common grounding is the process of creating and maintaining mutual understandings, which is a critical aspect of sophisticated human communication. While various task settings have been proposed in existing literature, t…
End-To-End Dialogue ModellingGoal-Oriented Dialogue SystemsScene-Aware DialoguePretraining the Noisy Channel Model for Task-Oriented Dialogue
Direct decoding for task-oriented dialogue is known to suffer from the explaining-away effect, manifested in models that prefer short and generic responses. Here we argue for the use of Bayes' theorem to factorize the di…
End-To-End Dialogue Modelling