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Nvidia releases Kumo Relational, a pretrained model that predicts on database tables with no training

Nvidia says Kumo Relational, a pretrained relational foundation model, makes predictions on enterprise databases in one forward pass with no task-specific training. Nvidia reports it beats supervised baselines across 41 tasks on 15 databases, about 4 AUROC points over gradient-boosted trees on RelBench classification. Code is Apache 2.0, weights use the OpenMDW license. Available on Hugging Face, PyPI and as a NIM. Benchmarks are Nvidia's own.

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Hugging Facehuggingface.co/blog/nvidia/kumo-relational

Coverage · 1 article, oldest first

Wednesday, October 21, 2026

  1. Hugging FacePrimary

    NVIDIA Kumo Relational Outperforms Supervised Machine Learning on Relational Data, No Training Required
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