Task-Oriented Dialogue Systems
105 papers with code • 4 benchmarks • 18 datasets
Achieving a pre-defined task through a dialog.
Benchmarks
These leaderboards are used to track progress in Task-Oriented Dialogue Systems
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Libraries
Use these libraries to find Task-Oriented Dialogue Systems models and implementations
MultiWOZ
SGD
MuTual
CrossWOZ
BiToD
ABCD
Most implemented papers
A User Simulator for Task-Completion Dialogues
Then, one can train reinforcement learning agents in an online fashion as they interact with the simulator.
Global-to-local Memory Pointer Networks for Task-Oriented Dialogue
jasonwu0731/GLMP
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ICLR 2019
In our model, a global memory encoder and a local memory decoder are proposed to share external knowledge.
Key-Value Retrieval Networks for Task-Oriented Dialogue
Neural task-oriented dialogue systems often struggle to smoothly interface with a knowledge base.
MultiWOZ 2.3: A multi-domain task-oriented dialogue dataset enhanced with annotation corrections and co-reference annotation
In this paper, we introduce MultiWOZ 2. 3, in which we differentiate incorrect annotations in dialogue acts from dialogue states, identifying a lack of co-reference when publishing the updated dataset.
Global-Locally Self-Attentive Dialogue State Tracker
salesforce/glad
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Dialogue state tracking, which estimates user goals and requests given the dialogue context, is an essential part of task-oriented dialogue systems.
Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems
jasonwu0731/trade-dst
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ACL 2019
Over-dependence on domain ontology and lack of knowledge sharing across domains are two practical and yet less studied problems of dialogue state tracking.
Retrospective and Prospective Mixture-of-Generators for Task-oriented Dialogue Response Generation
We propose a novel mixture-of-generators network (MoGNet) for DRG, where we assume that each token of a response is drawn from a mixture of distributions.
CrossWOZ: A Large-Scale Chinese Cross-Domain Task-Oriented Dialogue Dataset
thu-coai/CrossWOZ
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TACL 2020
To advance multi-domain (cross-domain) dialogue modeling as well as alleviate the shortage of Chinese task-oriented datasets, we propose CrossWOZ, the first large-scale Chinese Cross-Domain Wizard-of-Oz task-oriented dataset.
Beyond Domain APIs: Task-oriented Conversational Modeling with Unstructured Knowledge Access
alexa/alexa-with-dstc9-track1-dataset
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SIGDIAL (ACL) 2020
In this paper, we propose to expand coverage of task-oriented dialogue systems by incorporating external unstructured knowledge sources.
Modelling Hierarchical Structure between Dialogue Policy and Natural Language Generator with Option Framework for Task-oriented Dialogue System
mikezhang95/HDNO
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ICLR 2021
We test HDNO on MultiWoz 2. 0 and MultiWoz 2. 1, the datasets on multi-domain dialogues, in comparison with word-level E2E model trained with RL, LaRL and HDSA, showing improvements on the performance evaluated by automatic evaluation metrics and human evaluation.
