mars-socratic-prompt-optimization

Optimize task-specific prompts using five cooperative agents (Planner, Teacher, Critic, Student, Target) in a POMDP framework, where the Planner generates adaptive trajectories and a Teacher-Critic-Student triad refines prompts through Socratic dialogue, achieving 85.11% accuracy on general tasks and 75.81% on specialized domains.

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