Wide-Horizon Thinking and Simulation-Based Evaluation for Real-World LLMPlanning with Multifaceted Constraints

Neural Information Processing Systems 

Unlike reasoning, which often entails a deep sequence of deductive steps, complex real-world planning is characterized by the need to synthesize a broad spectrum of parallel and potentially conflicting information and constraints. For example, in travel planning scenarios, it requires the integration of diverse real-world information and user preferences.

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