Emotional Reasoning IQ Bell Curve
Each model's Emotional Reasoning IQ, derived from EQ-Bench 4 and AttuneBench and excluded from Composite IQ, placed on a standard normal IQ distribution.
Emotional Reasoning IQ Bell Curve
More / ExperimentalEmotional Reasoning IQ vs CostEach model's Emotional Reasoning IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).Data: Artificial Analysis, ARC Prize, Vals Index v2 Cost per Test +4 moreOpen 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 chartEmotional & InteractionEQ-Bench 4 Elo ScoresPublished 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.Data: EQ-Bench 4 EloOpen chartCoreIQ vs EQX = diagnostic EQ. Y = IQ. Color = model provider.Data: EQ-Bench 4 Elo, EQ-Bench 3, AttuneBench +29 moreOpen chartCostEQ vs Effective CostDiagnostic EQ plotted against effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).Data: Artificial Analysis, ARC Prize, Vals Index v2 Cost per Test +4 moreOpen chart