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Benjamin Shih

Stanford Institute for Computational and Mathematical Engineering

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#machine learning Preprint Sep 2026

How Do Language Models Choose Between Context and Memory?

The results suggest that authority computations may be task-dependent, rather than reusable across tasks, and suggest that authority computations may be task-dependent, rather than reusable across tasks.

Benjamin Shih, John Winnicki, Arianna Cao · 0 citations

Do Models Read What They Write? Causal Registers in Scratchpad Reasoning

A central hope behind process supervision is that models can expose intermediate variables that matter for their later behavior. For this to help with alignment, a scratchpad must be tied to the computation: when the model writes a state, later steps should compute from that state. To test this requirement, we use a co...

Benjamin Shih, John Winnicki, Eric Darve · 0 citations

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