OpenWebMath project
labScores
1 product on the map — 1 open.
Openness
5 high confidence- license
- ODC-BY
- gated
- false
- dataset_card
- present
ODC-BY 1.0, ungated, full dataset card.
- https://huggingface.co/datasets/open-web-math/open-web-math recorded 2026-09-29
The dataset page, public with no access-request gate (its embedded page data reports gated false), renders the card including "OpenWebMath is made available under an ODC-By 1.0 license".
- https://huggingface.co/datasets/open-web-math/open-web-math/raw/main/README.md recorded 2026-09-29
The card states "OpenWebMath is made available under an ODC-By 1.0 license" and its metadata lists "license: odc-by"; the raw card has no gating block and describes the contents, pipeline and "14.7B tokens" in full.
Adoption
3 high confidenceAdoption is measured by Hugging Face downloads of the dataset over the trailing month, the only usage channel on record for OpenWebMath.
- https://huggingface.co/api/datasets/open-web-math/open-web-math recorded 2026-08-13
33,285 downloads in the trailing 30 days for open-web-math/open-web-math
Capability
3 high confidenceOpenWebMath is used in Proof-Pile-2 behind Llemma and in the OLMoE and StarCoder2 math mixes, but newer math corpora beat it in ablations. Every FineMath subset outperforms it on GSM8K, MATH and MMLU-STEM in the SmolLM2 ablations, and Nemotron-CC-Math outperforms it as well.
- https://arxiv.org/html/2502.02737v1 recorded 2026-09-29
The SmolLM2 paper reports "All FineMath subsets consistently outperform OWM and InfiMM-WebMath on GSM8K, MATH, and MMLU-STEM".
- https://arxiv.org/html/2508.15096v1 recorded 2026-09-29
The Nemotron-CC-Math paper states "Nemotron-CC-Math-4+ not only surpasses all prior open math datasets" and that variants "consistently outperform or obtain comparable results to OpenWebMath, MegaMath, and FineMath baselines".