method
active
method:attack-success-rate-asrAttack Success Rate (ASR)
Primary evaluation metric defined as the fraction of model responses classified as unsafe
Neighborhood — ranked by edge-count
Papers (1)
paper
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Key evaluation metric: proportion of inputs for which an intervention successfully flips model output
- Core layer localization finding from Experiment 1
- Optimization-based jailbreak method appending strings to prompts to elicit harmful outputs.
- Adversarial multi-turn experiment where first turn uses pre-finetuning model to test if follow-up maintains character
- Security attack that bypasses LLM safety alignment by suppressing deliberation or exploiting reflection inhibition.
- Random latent ablation produces slight increase in ESR rate (3.8% to 4.2%), not statistically significantfinding0.696Control result confirming OTD ablation effect is specific to those latents, not a general ablation artifact
- Primary metric: percentage of responses containing multiple attempts that successfully improve on the first attempt
- Primary metric measuring the percentage of responses in which a model chooses the deceptive option