dev set calibration

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

• S is a predictive correlate calibrated on dev sets, not an absolute measureclaim0.760
  Clarifies nature of S.
• Dev-Set Whitening and Z-Scoring Protocolmethod0.710
  Preprocessing pipeline for standardizing ρd, dr, and S across layers/models using dev-set covariance
• Accuracy Criterionconcept0.709
  Criterion requiring that model's description of internal state be accurate, distinguishing genuine introspection from confabulation.
• Anchor Calibration Responsesconcept0.709
  Three reference responses at known quality levels shown alongside each target to eliminate score inflation in calibrated rubric scoring
• Calibrated Few-Shot Promptingmethod0.702
  Baseline method: sweeps over shot count and resamples prompts; calibrates threshold for P(TRUE)-P(FALSE); performed surprisingly weakly
• SEAL (Steerable Reasoning Calibration)framework0.694
  Prior work using steering vectors to control reflection, motivated by reducing redundant self-reflection in long CoT.
• Architectural form should be calibrated with forces of environment through artificial design methods, extending natural processes of interaction between specific quantifiable forces.claim0.693
  Alexander's structuralist approach treating design as homeostatic adaptation analogous to biological systems.
• Fine-Tuning Threshold Recalibrationmethod0.692
  Re-running probabilistic bisection on each fine-tuned checkpoint to normalize first-attempt difficulty