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Auditing just 5% of token positions catches nearly all model threats—and simple chat structure picks those tokens better than internal computational signals without requiring a forward pass.
Reproducible tensor surgery can transform how researchers manage and modify large neural network models, eliminating the fragility of ad-hoc scripts.
LLMs can ace wine trivia, but their tasting notes and food pairings still leave much to be desired, revealing the limits of textual grounding for sensory expertise.