Concept Ablation Fine-Tuning (CAFT)

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

• fine-tuning (SFT)method0.793
  Supervised fine-tuning to adapt model parameters.
• Supervised Fine-tuning (SFT)method0.778
  Full fine-tuning of GPT-4o on synthetic datasets; primary method for inducing emergent misalignment
• Fine-Tuning Threshold Recalibrationmethod0.767
  Re-running probabilistic bisection on each fine-tuned checkpoint to normalize first-attempt difficulty
• Fine-tuningconcept0.761
  Parameter updates that reduce mismatch dr; another anchoring variant in UCCT.
• Fine Tuning and Adaptationconcept0.753
  The patient, hand-guided adjustment of shape and dimension to each unique condition in a building; requires materials that make it economical and easy.
• CAFT's effectiveness for evil and sycophancy stems from the fact that zero-ablating activations effectively acts as positive preventative steering given the base model's negative initial projectionsclaim0.743
  Author's mechanistic explanation unifying CAFT and preventative steering
• Zero Ablationmethod0.739
  Intervention type that sets activations to zero, used for interpretability analysis
• Reinforcement Fine-tuningmethod0.735
  OpenAI's internal RL fine-tuning API used to train models with graders rewarding correct or incorrect responses