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Muath Alyobi

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#machine learning Preprint Sep 2026

The Model Knows When to Stop: Training-Free Early Stopping for Long-Context Reading

Answer-Convergence Stopping (ACS) is introduced, a training-free stopping rule that measures rather than asks, and reveals that by properly utilizing the output signals of frozen models, it can achieve favorable behaviors like adaptive stopping without the need for additional training.

Muath Alyobi, M. Eltahir, Almoayyad Abuljdail et al. · 0 citations

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