Dialogue system

Today's User simulator

Dialogue Simulation

Simulation-Based Evaluation

  • 为什么用User simulator:

    • 通常，RL算法需要与用户交互才能学习。但是，在招募的用户或实际用户上运行RL可能是昂贵的，甚至是有风险的。解决这一挑战的一种方法是构建一个模拟用户，与RL算法交互几乎不需要任何成本。
      本质上，User simulator试图模拟真实用户在对话中的行为: a. 跟踪对话状态，b.并与RL对话系统进行对话

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A3C Actor-Critic Curiosity Curriculum Learning Data Augmentation Dialogue system Latent Variable Memory Network Multi-task Learning NLU Paper overview Reinforcement Learning Self-paced Learning User Simulator Visual Dialog jupyter meta-learning reward word2vec

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A3C 1
Actor-Critic 1
Curiosity 1
Curriculum Learning 3
Data Augmentation 1
Dialogue system 2
Latent Variable 1
Memory Network 1
Multi-task Learning 2
NLU 1
Paper overview 1
Reinforcement Learning 6
Self-paced Learning 1
User Simulator 1
Visual Dialog 1
jupyter 1
meta-learning 1
reward 1
word2vec 1

Tag Cloud

A3C Actor-Critic Curiosity Curriculum Learning Data Augmentation Dialogue system Latent Variable Memory Network Multi-task Learning NLU Paper overview Reinforcement Learning Self-paced Learning User Simulator Visual Dialog jupyter meta-learning reward word2vec

Recent

Archives

Tags

A3C 1
Actor-Critic 1
Curiosity 1
Curriculum Learning 3
Data Augmentation 1
Dialogue system 2
Latent Variable 1
Memory Network 1
Multi-task Learning 2
NLU 1
Paper overview 1
Reinforcement Learning 6
Self-paced Learning 1
User Simulator 1
Visual Dialog 1
jupyter 1
meta-learning 1
reward 1
word2vec 1
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