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Beyond State Consistency: Behavior Consistency in Text-Based World Models

Experiments show that BehR-based training improves long-term alignment in several settings, with the clearest gains in WebShop and less movement in near-ceiling regimes, while preserving or improving single-step prediction quality in three of four settings.

Youling Huang, Guan-Qiao Chen, Junchi Yao et al. · 4 citations

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