MINDSTORES stores past (state, task, plan, outcome) experiences in natural language, retrieves them to guide an LLM planner, and reports a 9.4% mean success rate improvement over a reimplemented DEPS baseline in MineDojo.
Language Models are Few - Shot Learners
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MINDSTORES: Memory-Informed Neural Decision Synthesis for Task-Oriented Reinforcement in Embodied Systems
MINDSTORES stores past (state, task, plan, outcome) experiences in natural language, retrieves them to guide an LLM planner, and reports a 9.4% mean success rate improvement over a reimplemented DEPS baseline in MineDojo.