LLM-as-a-Judge

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

• LLM-judge methodsmethod0.884
  Baseline comparison for data attribution; outperformed by probe-based approach.
• LLM judge evaluationmethod0.849
  Using Claude Sonnet 4 as a grader to categorize model responses according to predefined criteria.
• LLM-Judge Data Attributionmethod0.841
  Alternative data attribution approach using an LLM as a judge; compared against the probe-based method.
• LLM Judge Trait Evaluationmethod0.785
  GPT-4.1-mini-based evaluation protocol that scores trait expression in model responses on a 0-100 scale
• LLM Judge Binary Classifiermethod0.780
  An LLM-based classifier that returns 1 if response contains a clear subjective experience report and 0 otherwise
• LLM Self-Correctionconcept0.764
  Related capability where LLMs correct their own outputs, studied via linear representations.
• LLM Judge Trait-Expression Scoringmethod0.763
  Automated scoring of trait expression on 0-100 scale using G20B as a local judge model
• LLM Internal Representationsconcept0.762
  High-dimensional vectors produced at each transformer layer for each input token; the primary substrate analyzed in this study.