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Reinforcement Learning to Train Large Language Models to Explain Human Decisions

a year ago
  • #Cognitive Modeling
  • #Reinforcement Learning
  • #Artificial Intelligence
  • Explores using reinforcement learning to train large language models (LLMs) to explain human decisions.
  • Aims to develop dual-purpose cognitive models for both prediction and interpretable explanation.
  • Uses outcome-based rewards to generate explicit reasoning traces for human risky choices.
  • Demonstrates high-quality explanations and strong quantitative predictions of human decisions.