2 papers
cs.CV2026
Doomed to Re-Annotate, Forever: The ImageNet Story
Illia Volkov, Nikita Kisel, Tetiana Mishkina +2
Top-1 accuracy on ImageNet-1k remains the most commonly reported metric in visual recognition. Quality issues with the dataset have been repeatedly reported, yet the original 2012…
cs.CR2026
Withholding the Completing Chunk: Exact Release-Boundary Equivalence for Production Streaming Guardrails
Christopher M. Frost
Streaming language-model output creates an enforcement boundary: a control that detects a prohibited pattern after releasing its completing chunk cannot recall it. We study a produ…