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What is RL?

  • RL is a general-purpose framework for sequential decision-making
  • Usually describe as agent interacting with unknown environment
  • Goal: select action to maximize a future cumulative reward

Real World NLP Applications Of Reinforcement Learning:-

  • Policy Learning
  • Dialogue Generation
  • Machine Translation
  • Abstractive Text Summarization
  • Question Answering

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