Offline RL for Natural Language Generation with Implicit Language Q Learning.
Charlie SnellIlya KostrikovYi SuMengjiao YangSergey LevinePublished in: CoRR (2022)
Keyphrases
- natural language generation
- reinforcement learning
- natural language
- word order
- english text
- text generation
- function approximation
- model free
- dialog systems
- optimal policy
- reinforcement learning algorithms
- state space
- natural language processing
- multi agent
- dialogue system
- machine translation
- cooperative
- action selection
- aggregated search
- learning algorithm
- reinforcement learning methods
- multi agent reinforcement learning
- temporal difference
- dynamic programming
- td learning
- dialogue management
- temporal difference methods
- rl algorithms
- policy iteration
- learning classifier systems
- optimal control
- markov decision processes
- bag of words
- hierarchical reinforcement learning