Author

John Myron Uy

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Preprint Aug 2026

Hard Cases, Bad Labels: Testing Error Exposure and Error Location in Uncertainty Sampling Under Bounded Label Noise

Investigating whether uncertainty sampling fails because it acquires more corrupted labels or because errors concentrated in difficult regions are especially harmful finds no corrected evidence for a universal additional penalty from structured error location.

John Myron Uy · 0 citations