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Task-Oriented Dialogue Systems

9 papers with code · Natural Language Processing
Subtask of Dialogue

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Greatest papers with code

A User Simulator for Task-Completion Dialogues

17 Dec 2016MiuLab/UserSimulator

Then, one can train reinforcement learning agents in an online fashion as they interact with the simulator.

TASK-ORIENTED DIALOGUE SYSTEMS

Dialogue Learning with Human Teaching and Feedback in End-to-End Trainable Task-Oriented Dialogue Systems

NAACL 2018 google-research-datasets/simulated-dialogue

To address this challenge, we propose a hybrid imitation and reinforcement learning method, with which a dialogue agent can effectively learn from its interaction with users by learning from human teaching and feedback.

DIALOGUE STATE TRACKING IMITATION LEARNING TASK-ORIENTED DIALOGUE SYSTEMS

Scalable Multi-Domain Dialogue State Tracking

29 Dec 2017google-research-datasets/simulated-dialogue

We introduce a novel framework for state tracking which is independent of the slot value set, and represent the dialogue state as a distribution over a set of values of interest (candidate set) derived from the dialogue history or knowledge.

DIALOGUE STATE TRACKING TASK-ORIENTED DIALOGUE SYSTEMS TRANSFER LEARNING

Global-Locally Self-Attentive Dialogue State Tracker

19 May 2018salesforce/glad

Dialogue state tracking, which estimates user goals and requests given the dialogue context, is an essential part of task-oriented dialogue systems.

DIALOGUE STATE TRACKING TASK-ORIENTED DIALOGUE SYSTEMS

Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems

ACL 2019 budzianowski/multiwoz

Over-dependence on domain ontology and lack of knowledge sharing across domains are two practical and yet less studied problems of dialogue state tracking.

DIALOGUE STATE TRACKING TASK-ORIENTED DIALOGUE SYSTEMS TRANSFER LEARNING

Sequicity: Simplifying Task-oriented Dialogue Systems with Single Sequence-to-Sequence Architectures

ACL 2018 WING-NUS/sequicity

Existing solutions to task-oriented dialogue systems follow pipeline designs which introduces architectural complexity and fragility.

TASK-ORIENTED DIALOGUE SYSTEMS

Knowledge Diffusion for Neural Dialogue Generation

ACL 2018 liushuman/neural-knowledge-diffusion

Our empirical study on a real-world dataset prove that our model is capable of generating meaningful, diverse and natural responses for both factoid-questions and knowledge grounded chi-chats.

DIALOGUE GENERATION QUESTION ANSWERING TASK-ORIENTED DIALOGUE SYSTEMS

Key-Value Retrieval Networks for Task-Oriented Dialogue

WS 2017 inceatakan/dialogue_act_flow

Neural task-oriented dialogue systems often struggle to smoothly interface with a knowledge base.

INFORMATION RETRIEVAL TASK-ORIENTED DIALOGUE SYSTEMS