Author

Walid Dahhane

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#artificial intelligence Jul 2026

CUSUM-Shaped Inference-Time Monitoring and Targeted Re-Decoding for Quantized Small Language Model Reasoning

MGT-B provides a modest, reproducible local improvement on MATH-500 in the studied configuration, but the effect does not transfer to Omni-MATH and should not be interpreted as a general improvement in mathematical reasoning.

E. Ettifouri, Ayoub Belfatmi, Mahaman Sanoussi Yahaya Alassan et al. · arXiv.org · 1 citation

Jul 2026

Calibrated e-CUSUM Decoding for Quantized Reasoning Models: Why Token Log-Probability Is the Wrong Observable for Decoding Monitors

A training-free decoding controller that combines a degeneration-aware alarm score fusing token uncertainty with explicit verbatim repetition and a calibrated e-process-inspired sequential detector, and finds that non-termination, rather than looping, is the dominant failure mode on GSM8K.

E. Ettifouri, Ayoub Belfatmi, Mahaman Sanoussi Yahaya Alassan et al. · arXiv.org · 0 citations