Dataset
Expert Professional Domains
Expert-authored data and judgment across professional, STEM, and humanities domains.
Surge · 100% completeCompany-reported
Problem sets and formal proof environments, from competition mathematics to Lean-verified theorem proving, where correctness is machine-checkable. Math offers the cleanest reward signal in RL, which is why it was the first domain where reasoning models showed dramatic gains.
3 companies · 2 cataloged artifacts · as of 2026-08-16
| Name | Domains | Type / catalog | Location | Team | Funding | Raising |
|---|---|---|---|---|---|---|
| Epoch AI Nonprofit research institute behind FrontierMath and AI capability benchmarks | Math, Machine Learning | Pure-play commercial Catalog unknown | Remote | 11-25 | Philanthropic grants (nonprofit) | Unknown |
| Hillclimb Math environments emphasizing verifiable correctness | Math | Pure-play commercial Catalog unknown | San Francisco | 1-10 | - | Unknown |
| Ulam Math RL environments and RLVR trajectories | Math | Pure-play commercial Catalog unknown | Warsaw, London | 1-10 | - | Unknown |
Source-backed catalog records connected to math.
Expert-authored data and judgment across professional, STEM, and humanities domains.
Pre-built commercial datasets and RL environments spanning coding, enterprise agents, STEM, tool use, and reasoning.