A Comparative Study of Reinforcement Learning Techniques on Dialogue Management

2012-04-01 · EACL 2012 4 · Alex Papangelis, ros

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Dialogue ManagementManagement reinforcement-learning Reinforcement Learning Reinforcement Learning (RL)Speech Recognition

Evaluation of Online Dialogue Policy Learning Techniques

2012-05-01 · LREC 2012 5 · Alex Papangelis, ros, Vangelis Karkaletsis, Fillia Makedon

The number of applied Dialogue Systems is ever increasing in several service providing and other applications as a way to efficiently and inexpensively serve large numbers of customers. A DS that employs some form of ada…

Dialogue Management Management Reinforcement Learning (RL)Slot Filling+1

Distributed Structured Actor-Critic Reinforcement Learning for Universal Dialogue Management

2020-09-22 · Zhi Chen, Lu Chen, Xiaoyuan Liu, Kai Yu

The task-oriented spoken dialogue system (SDS) aims to assist a human user in accomplishing a specific task (e.g., hotel booking). The dialogue management is a core part of SDS. There are two main missions in dialogue ma…

Decision Making Deep Reinforcement Learning Dialogue Management Management+3

Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management

2018-10-01 · WS 2018 10 · Atsushi Saito

Learning from sparse and delayed reward is a central issue in reinforcement learning. In this paper, to tackle reward sparseness problem of task oriented dialogue management, we propose a curriculum based approach on the…

Deep Reinforcement Learning Dialogue Management Information Retrieval Management+5

Strategic Dialogue Management via Deep Reinforcement Learning

2015-11-25 · Heriberto Cuayáhuitl, Simon Keizer, Oliver Lemon

Artificially intelligent agents equipped with strategic skills that can negotiate during their interactions with other natural or artificial agents are still underdeveloped. This paper describes a successful application …

Deep Reinforcement Learning Dialogue Management Management reinforcement-learning+2

Continuously Learning Neural Dialogue Management

2016-06-08 · Pei-Hao Su, Milica Gasic, Nikola Mrksic, Lina Rojas-Barahona 외

We describe a two-step approach for dialogue management in task-oriented spoken dialogue systems. A unified neural network framework is proposed to enable the system to first learn by supervision from a set of dialogue d…

Dialogue Management Management reinforcement-learning Reinforcement Learning+3