Quad-State Safety Evaluation of Open-Weight Large Language Models on Non-Canonical Inputs.

arXiv:2610.09033v1 Announce Type: cross Abstract: Standard safety evaluations of large language models assess harmful requests written in canonical plain text, while models in real-world deployment routinely receive inputs containing emojis, altered spellings,