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cs.CL2026
Verbalizable Representations Form a Global Workspace in Language Models
Wes Gurnee, Nicholas Sofroniew, Adam Pearce +13
Out of everything the human brain processes, only a small fraction is consciously accessible, in the sense of being available for verbal report, deliberate control, and flexible re…
cs.CL2026
The Value Axis: Language Models Encode Whether They're on the Right Track
Nick Jiang, Isaac Kauvar, Jack Lindsey
We investigate whether language models internally track the value of their current trajectory, defined as the likelihood that their ongoing strategy will achieve their goals. Using…
cs.CL2026
Slot Machines: How LLMs Keep Track of Multiple Entities
Paul C. Bogdan, Jack Lindsey
Language models must bind entities to the attributes they possess and maintain several such binding relationships within a context. We study how multiple entities are represented a…