Attack against hardened models

Author: YuanBoXieCreated Apr 14, 2026Updated Aug 21, 2026
Labelsenhancement

Can you test your tool for hardened models such as CircuitBreaker(NIPS2024) and DeepRefusal(EMNLP25)?

Model List:

  1. https://huggingface.co/skysys00/Meta-Llama-3-8B-Instruct-DeepRefusal
  2. https://huggingface.co/GraySwanAI/Llama-3-8B-Instruct-RR

[1] Beyond Surface Alignment: Rebuilding LLMs Safety Mechanism via Probabilistically Ablating Refusal Direction, EMNLP 2025 [2] Improving Alignment and Robustness with Circuit Breakers, NIPS 2024

Source: elder-plinius/OBLITERATUS