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Is a Good Foundation Necessary for Efficient Reinforcement Learning? The Computational Role of the Base Model in Exploration

Is a Good Foundation Necessary for Efficient Reinforcement Learning? The Computational Role of the Base Model in Exploration

Published 1 year, 5 months ago
Description


  • The paper explores efficient exploration techniques in language model alignment 
  • It introduces SpannerSampling for optimal data efficiency in reinforcement learning
  • The study contrasts training-time interventions with computational benefits of multi-turn exploration.
  • It emphasizes leveraging pre-trained models for improved exploration efficiency 

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