Safety-Critical Parameters

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Safety-relevant featuresconcept0.755
  Features that activate on content related to potential harms (deception, bias, dangerous information).
• Task-specific parameterconcept0.732
  Parameter specific to each task, e.g., task head.
• Safety benchmarksconcept0.727
  Evaluation framework whose validity is questioned by presence of eval awareness.
• Fine-Tuning Safetyconcept0.721
  The literature documenting how fine-tuning can compromise safety alignment even without malicious intent
• critical threshold Scconcept0.719
  Task-dependent value of S at which performance flips.
• Diversity Parameterconcept0.718
  Gold standard value (e.g., nucleus sampling p-value) used as ground truth for evaluating diversity metrics
• Concentration Parametersconcept0.714
  Sufficient statistics of Dirichlet priors over likelihood; accumulate as experience is gained; analogous to synaptic efficacy
• Single-Method Safety Evaluationconcept0.712
  The practice of evaluating LLM safety with only one imbuing method, which this paper argues is incomplete