Fine-tuning harmfulness detection

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

• Fine-tuningconcept0.817
  Parameter updates that reduce mismatch dr; another anchoring variant in UCCT.
• Fine Tuning and Adaptationconcept0.792
  The patient, hand-guided adjustment of shape and dimension to each unique condition in a building; requires materials that make it economical and easy.
• Fine-Tuning Threshold Recalibrationmethod0.788
  Re-running probabilistic bisection on each fine-tuned checkpoint to normalize first-attempt difficulty
• Fine-Tuning via Reinforcement Learningmethod0.781
  Technique used to impose guardrails on base LLMs, analogized to censorship on the simulator's range of simulacra
• What unintended consequences might SOO fine-tuning produce in complex or real-world applications?question0.779
  Open research question about potential negative side effects of SOO
• SOO fine-tuning could be extended to align AI representations of its own goals with human user preferences, reducing misalignment by fostering coherence between self-related and other-related preferenceshypothesis0.773
  Future work hypothesis about extending SOO to direct value alignment
• can we use the feature basis to detect when fine-tuning a model increases the likelihood of undesirable behaviors?question0.773
  Question about practical safety application of feature monitoring.
• Algorithm 1: Harmlessness Classificationmethod0.771
  Proposed algorithm using local PCA to classify a divergence vector as harmless or harmful via behavioral null-space testing