How do World Models and Policies Compose in LLM Agents? A Joint Spectral and Behavioral Account
The findings suggest world knowledge and task-directed ability can be learned in geometrically complementary forms, and that future post-training pipelines should consider how best to engineer the interface between them.
Rui-Ze Xu, Xiao Yu, Yuxin Tang et al.
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