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World models that ignore human beliefs predict the wrong actions, new research shows

New research shows world models that ignore human mental states predict wrong actions. A "Mental World Modeling" framework adds beliefs and intentions, letting weaker LMs outperform stronger ones without it. The hard part is predicting how physical and mental states evolve together.

The Decoder·Aug 22, 2026

Opening Kapyn…