Academic Reasoning

A bird's-eye view of the dimension: the main IQ chart, the effective-cost frontier, and the benchmark charts that feed it.

Academic Reasoning IQ Bell Curve
Each model's estimated Academic Reasoning IQ, placed on a standard normal IQ distribution.

How to read this chart

Models are placed on a standard IQ-style distribution using Academic Reasoning IQ. Higher scores appear farther to the right.

Benchmarks in this dimension

Academic Reasoning IQ vs Cost
Each model's estimated Academic Reasoning IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).
Controls:
Academic1:1Cost

How to read this chart

Each point is a public model. The chart compares Academic Reasoning IQ against Effective Cost (per 1M I/O Tokens), with color showing the model provider.

Humanity's Last Exam Benchmark Scores
Each model's Humanity's Last Exam score. Color = provider.

How to read this chart

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

SciCode Benchmark Scores
Each model's SciCode score. Color = provider.

How to read this chart

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

CritPt Benchmark Scores
Each model's CritPt percentage score. Color = provider.

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
Data updated Oct 19, 2026
GPQA Diamond Benchmark Scores
Each model's GPQA Diamond score. Color = provider.

How to read this chart

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

MMMU-Pro Benchmark Scores
Each model's MMMU-Pro score. Color = provider.

How to read this chart

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

MMLU-Pro Benchmark Scores
Each model's MMLU-Pro score. Color = provider.

How to read this chart

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