LLMs for Long-term User Success

LLMs for Long-term User Success

New framework for conversational planning across multiple sessions

Research introduces a conversational planning framework that helps LLMs support users with long-term plans spanning days, weeks, or even years.

  • Enables LLMs to maintain consistent, meaningful support across multiple sessions
  • Focuses on personal plans like education, health, and ongoing support
  • Addresses the challenge of maintaining context and progress over extended timeframes
  • Provides a structured approach to help users achieve real-life goals

For education, this framework creates opportunities for persistent tutoring relationships where LLMs can track student progress, adapt to learning needs, and provide consistent support throughout entire courses or learning journeys.

Conversational Planning for Personal Plans

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