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Achieve better long-form text generation under constraints by jointly optimizing global planning and local generation with hierarchical feedback.
LLMs falter at tracking shared beliefs and task progression in a novel multimodal collaboration task, highlighting a gap in their ability to reason under epistemic asymmetry.
