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Are Large Language Models Really “Lost” in Multi-Turn Conversations?

  • Large language models see a 39% accuracy drop in multi-turn conversations.
  • The drop is due to prompt contradictions, artificial behavior, and context handling.
  • Simple fixes can recover lost accuracy without fine-tuning the model.
  • In-depth analysis reveals flaws in prompt design and simulation environment.
  • Improvements in prompt clarity and context management enhance model performance.

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