Adversarial Psychometrics: A Framework to Benchmark Superhuman AI
The paper proposes a relative‑measurement paradigm where AI systems generate public challenges that other models must solve, creating an adversarial psychometric rating that scales with capability. This sidesteps human‑baseline limits and offers a judge‑free, incentive‑aligned way to benchmark intelligence beyond the human frontier, crucial for safety and progress tracking.