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20242026
most citedAutomatically Detecting Numerical Instability in Machine Learning Applications via Soft Assertions

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cs.CL2026

The Parser Already Knows: Lightweight Bias Correction in Constrained Decoding

Işıl Özgü, Yaoxuan Wu, Guy Van den Broeck +1

Grammar Constrained Decoding (GCD) forces Language Models (LMs) to produce syntactically valid outputs by masking out non-conforming tokens at each step. However, because masking o…