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Working Memory Fidelity-Active Manipulation is introduced, a calibrated no-scratchpad probe of cumulative arithmetic state tracking, and three construct-isolation ablations support the interpretation that cumulative state tracking under load, rather than single-step arithmetic or entity tracking alone, is the primary difficulty source.
In complex, shifting environments, simple linear models can outperform sophisticated nonlinear ones by sidestepping unstable, data-specific interactions.
Cognitive ability dimensions in LLMs may not be as stable or meaningful as previously thought, with evidence suggesting a boundary conclusion on their validity.
