Agents' Last Exam
A bird's-eye view of the benchmark: what it measures and every AI IQ chart built on it.
About Agents' Last Exam
Agents' Last Exam has source-backed multi-effort configurations. The Cost Efficiency chart expands only those configurations; the score bar remains one canonical row per model.
How to read this chart
Each line uses the shared model-configuration dataset to compare source-matched reasoning-effort levels on Agents' Last Exam. Every point shows the score and evaluation cost per task for that exact configuration. Canonical score bars and bell curves remain one point per model.
How to read this chart
Bars rank models by the source-backed benchmark value used for this chart. Longer bars indicate higher published scores.
How to read this chart
Each point is a public model. The chart compares Agents' Last Exam % against Effective Cost (per 1M I/O Tokens), with color showing the model provider.