Agentic vs. Parametric World Models: Hybrid Planning for Reliable Language Agents
Hybrid World-Model Planning combines a flexible language agent with a small parametric model to ground planning. The hybrid system uses the parametric model to score action validity and predicted state changes, while the LLM reasons. This setup reduces hallucinated state propagation, leading to significant improvements in task success and long-horizon planning stability.