Benchmark Registry

Benchmarks are not universally comparable. Each entry tracks methodology, health, reproducibility, and contamination concerns.

HumanEval

Code generation · v2024

Saturating

Popular but increasingly saturated code generation benchmark.

MMLU

General knowledge · v2024

Saturating

Multi-task language understanding across 57 subjects. Widely used but near-ceiling for frontier models.

SWE-bench

Software engineering · v2025

Healthy

Real-world software engineering tasks. Currently the most informative coding benchmark.

AgentBench

Agent capability · v2025

Healthy

Multi-environment agent evaluation. Growing in relevance for agentic workflows.

Static Phase 1 placeholder. Full benchmark registry with run records and independent results in Phase 4.