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Adversarial Surface-Form Robustness Dataset

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04:00

2026-10-08

arxiv.org

ai-safety

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

A new arXiv paper (2610.09033v1) introduces the Adversarial Surface-Form Robustness Dataset (ASRD), 2,100 prompts across seven surface-form families, and evaluates five open-weight language models to …

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Quad-State Evaluation Rubric 1 Mistral 7B 1 arXiv 1 Pavan Maddula 1

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ai safety 1 large language models 1 ai research 1 machine learning 1 artificial intelligence 1