AtomTree: A Hierarchical Framework for State-Aware Embodied Instruction Following with LLMs.

arXiv:2610.38744v1 Announce Type: cross Abstract: Embodied instruction following in interactive environments requires agents to interpret natural language commands and complete long-horizon tasks. Existing planners either rely on large labeled trajectories, or