technique
Planning Experience Exploration and Utilization
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planning-experience-exploration-and-utilization-240da8a7·1 events·first seen 4d agoAliases: Planning Experience Exploration and Utilization
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PEEU method enables 7B GUI agent to outperform 32B model on web task planning
Researchers introduce PEEU (Planning Experience Exploration and Utilization), a training approach for small open-source multimodal LLMs that autonomously explores GUI environments to collect hindsight experience and synthesizes high-level training data for task planning. A 7B model trained with PEEU achieves 30.6% accuracy on real-world benchmarks, outperforming Qwen2.5-VL-32B. The paper also proposes TDHAF, a hierarchical analysis framework revealing that high-level task training yields stronger out-of-distribution generalization than mastering low-level atomic skills alone.