Author

Chirag Rastogi

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#machine learning Preprint Sep 2026

Large Language Models Develop Belief State Geometry In-Context

Large language models trained on next-token prediction exhibit remarkable in-context learning (ICL) abilities, yet the representations that support ICL remain poorly understood, and representation-level evidence that ICL in open-source LLMs approximates optimal Bayesian prediction over a context-inferred generative mod...

Daniel Balcells, Andrew Lee, Chirag Rastogi et al. · 1 citation · ⚡1