Author

Miryung Kim

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#natural language process... Preprint Aug 2026

The Parser Already Knows: Lightweight Bias Correction in Constrained Decoding

SHIM is introduced, a lightweight, offline-trained correction of the LM's next-token probabilities, conditioned on this syntactic and lexical state together with candidate next tokens, which substantially narrows the gap to the LM's grammar-conditioned distribution compared to masking and online sampling, while running...

Işıl Özgü, Yaoxuan Wu, Guy Van den Broeck et al. · 0 citations

Book Open access Oct 2026

Accurate and Low-Cost Residual Risk Assessment via Sampled Profiling and Structure-Aware Coverage Amplification

This work proposes a risk assessment method in the context of black-box fuzzing that leverages hardware-enabled performance profiling—replacing coverage instrumentation with instruction pointer (IP) sampling—as the core mechanism for low-overhead observation, enabling fuzzing campaigns to reach stopping thresholds 2× f...

Seongmin Lee, Işıl Özgü, Marcel Böhme et al. · Proceedings of the 41st IEEE... · 0 citations