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cs.AI2026
RACE: Scalable Statistical Estimation of Functional Consistency in LLM Neurons
Runyu Wang, Bo Liu, Xiaxin Zhang +6
Discovering stable neuron behavior across entire domains remains a challenge in mechanistic interpretability. Existing methods often rely on instance-level point estimates or compu…
cs.AI2026
CraftAlign: Feature-Grounded Evaluation and Revision Guidance for AI Stories
Yang Yang, Boyun Xu, Shaofeng Liang +5
Large language models can now generate fluent and complete stories, yet many outputs still feel formulaic and unnatural because of cliches, over-explanation, linear causal progress…