Fine-Tuning Threshold Recalibration

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

• Fine-tuningconcept0.829
  Parameter updates that reduce mismatch dr; another anchoring variant in UCCT.
• Reinforcement Fine-tuningmethod0.813
  OpenAI's internal RL fine-tuning API used to train models with graders rewarding correct or incorrect responses
• Fine-tuning an emergently misaligned model on 120 secure code samples (35 steps, batch size 4) fully restores alignmentfinding0.811
  Demonstrates emergent re-alignment is achievable with minimal data from same domain
• Fine Tuning and Adaptationconcept0.810
  The patient, hand-guided adjustment of shape and dimension to each unique condition in a building; requires materials that make it economical and easy.
• Synthetic Self-Correction Fine-Tuningmethod0.807
  Fine-tuning on Claude-generated self-correction examples with loss masking to induce ESR-like behavior
• Fine-Tuning via Reinforcement Learningmethod0.802
  Technique used to impose guardrails on base LLMs, analogized to censorship on the simulator's range of simulacra
• Models fine-tuned on human data show strong positive correlation between misalignment and incoherence; misalignment scores fall below 1% when incoherence threshold is appliedfinding0.795
  Human data fine-tuning effect is distinct from synthetic emergent misalignment and likely caused by off-policy training
• Supervised Fine-Tuningconcept0.793
  First post-training stage; shown to suppress only Impolite persona while boosting others