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EQ-Bench 4 Elo Scores

Published multi-judge Elo on 120 personas and 16 turns. No inherited EQ-Bench 3 Anthropic penalty. Subjective roleplay evaluation; not a validated human EI measure. Contributes to Emotional Reasoning using a provisional calibrated scale.

EQ-Bench 4 Elo Scores
EQ-Bench 4 Elo Scores
Published multi-judge Elo on 120 personas and 16 turns. No inherited EQ-Bench 3 Anthropic penalty. Subjective roleplay evaluation; not a validated human EI measure. Contributes to Emotional Reasoning using a provisional calibrated scale.

How to read this chart

Bars rank models by the source-backed benchmark value used for this chart. Longer bars indicate higher published scores.

Data sources
EQ-Bench 4 Elo
Data updated Sep 16, 2026
EQ-Bench 4 Elo vs Effective Cost
EQ-Bench 4 Elo vs Effective Cost
X = effective cost (log). Y = EQ-Bench 4 Elo. Published multi-judge Elo on 120 personas and 16 turns. No inherited EQ-Bench 3 Anthropic penalty. Subjective roleplay evaluation; not a validated human EI measure.
Controls:
EQ-Bench 4 Elo1:1Cost

How to read this chart

Each point is a public model. The chart compares EQ-Bench 4 Elo against Effective Cost (per 1M I/O Tokens), with color showing the model provider.

Data sources
Artificial AnalysisARC PrizeVals Index v2 Cost per TestVals.aiEQ-Bench 4 Elo
CoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Epoch AI FrontierMath, ProofBench 1.1 +24 moreOpen chartEmotional & InteractionEmotional Reasoning (EQ)Emotional Reasoning domain scores derived from EQ-Bench 4 and AttuneBench, excluded from Composite IQ.Data: EQ-Bench 4 Elo, EQ-Bench 3, AttuneBenchOpen chartEmotional & InteractionArena.ai Overall Benchmark ScoresHuman-preference Arena.ai Overall Elo scores. Color = provider.Data: Arena.aiOpen chartEmotional & InteractionEQ-Bench 3 Benchmark ScoresAI-judged EQ-Bench 3 Elo, a style-sensitive emotional reasoning signal. Color = provider.Data: EQ-Bench 3Open chartEmotional & InteractionAttuneBench Benchmark ScoresDefault-mode AttuneBench Composite scores from real human-AI conversations. Color = provider.Data: AttuneBenchOpen chartCoreIQ vs EQX = diagnostic EQ. Y = IQ. Color = model provider.Data: EQ-Bench 4 Elo, EQ-Bench 3, AttuneBench +27 moreOpen chart