multiplicative scoring

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

• The multiplicative scoring formula rewards breadth over concentration and makes opponent modeling criticalclaim0.787
  design rationale for game mechanics
• Importance Scoringmethod0.762
  Weighted Spearman correlation that corrects for sampling bias in automated interpretability evaluation
• Mixing Scoremethod0.747
  Average row entropy of attention matrices per layer and head, measuring information mixing across tokens
• Factor Analysis on Scoring Dimensionsmethod0.747
  Factor analysis on 2224 data points revealing PC1 explains 82% of variance; six dimensions are not independent
• Incoherence Scoringmethod0.743
  Categorizes invalid model responses into off-topic, garbled, refusal, and satirical/absurd; sets thresholds for checkpoint selection
• Multi-Attempt Responseconcept0.737
  A response containing multiple distinct attempts to answer the prompt, used as primary metric for ESR
• Proper scoring ruleconcept0.732
  A scoring rule optimized by predicting true probabilities; log-loss is one.
• Calibrated Rubric Scoringmethod0.730
  Primary scoring method: scorer sees three reference responses at known quality levels alongside each target to eliminate inflation