Agents' Last Exam Cost Efficiency

Source-matched reasoning-effort score and task-cost configurations. Each line is one canonical model. Color = provider.

Agents' Last Exam Cost Efficiency
Source-matched reasoning-effort score and task-cost configurations. Each line is one canonical model. Color = provider.

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.

Data sources