Reinforcement Replaces Supervision: Query focused Summarization using Deep Reinforcement Learning.
Swaroop NathPushpak BhattacharyyaHarshad KhadilkarPublished in: EMNLP (2023)
Keyphrases
- reinforcement learning
- query processing
- database
- state space
- function approximation
- response time
- query evaluation
- data structure
- user queries
- continuous state and action spaces
- databases
- relational databases
- query specific
- optimal policy
- multi agent
- retrieval systems
- function approximators
- keywords
- temporal difference
- complex queries
- model free
- search engine
- summary generation
- automatic summarization
- reinforcement learning algorithms
- multi document summarization
- database queries
- data sources
- query terms
- markov decision processes
- query expansion
- multi dimensional
- relevance feedback
- active learning