Author

Sanmi Koyejo

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Preprint Aug 2026

What to Forget in Unlearning? Forget Set Curation for Language Models

This work introduces CleanSlate, a benchmark for verbatim output suppression over songs and books, with model-specific extraction profiles, content-grounded QA, and capability-retention evaluations, and shows that practical unlearning is not only an optimization problem once a forget set is given, but also what can be...

Animesh Jha, Arpandeep Khatua, Youssef Allouah et al. · 0 citations

Jul 2026

The Illusion of Robustness: Aggregate Accuracy Hides Prediction Flips under Task-Irrelevant Context

Context-induced tail risks concealed by aggregate accuracy are revealed, motivating per-example reliability evaluation of language models.

Yanzhe Zhang, Sanmi Koyejo, Diyi Yang · arXiv.org · 2 citations