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OpenWebMath project

lab

Scores

1 product on the map — 1 open.

OpenWebMath

Openness

5 high confidence
5.0
license
ODC-BY
gated
false
dataset_card
present

ODC-BY 1.0, ungated, full dataset card.

Adoption

3 high confidence
3.0

Adoption is measured by Hugging Face downloads of the dataset over the trailing month, the only usage channel on record for OpenWebMath.

Capability

3 high confidence
3.0

OpenWebMath 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".