AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

EQ-Bench

EQ-Bench is an LLM-judged test evaluating active emotional intelligence abilities, understanding, insight, empathy, and interpersonal skills. The test set contains 45 challenging roleplay scenarios, most of which constitute pre-written prompts spanning 3 turns. The benchmark evaluates the performance of models by validating responses against several criteria and conducts pairwise comparisons to report a normalized Elo computation for each model.

Evaluation context and evidence

Source
LLM Stats
Publisher
Not recorded
Benchmark release
Not recorded
Collected
2026-08-17
Modality
text

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 2

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
Grok-4.1 Thinking1586.0Not recordedNot recorded2025-11-17 · model_announcementLLM Stats
Grok-4.11585.0Not recordedNot recorded2025-11-17 · model_announcementLLM Stats