Towards a Belief-Based World Model for LLM Agents.

arXiv:2609.00455v2 Announce Type: replace Abstract: Large language models (LLMs) are being used as policies for autonomous decision-making and planning in many domains. Despite their strong reasoning capabilities, LLMs struggle with long-horizon tasks, especia