Numerai v5.3 “Quantum” Data Release

Today we are releasing the v5.3 “Quantum” dataset, which is ready immediately.

Features and Targets

The Quantum dataset contains 807 new features and maintains the same target list as before, but the new features improve model performance against these existing targets.

The payout target is remaining the same and we will continue supporting datasets v5.0, v5.1, and v5.2.

Benchmark Models

There are 2 benchmark models with this dataset:

The following are correlation comparison results between Ender20 benchmark model predictions using V52 and V53 tournament datasets. It shows consistent improvements from V53 in correlations against the Ender20 target since 2018:

Tell your agents to use the new v5.3 data starting right now.

Happy Modeling

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… for use via Kaggle you may consider to import data via

From now on this dataset is also available on Kaggle. You can add this dataset to your Kaggle notebook as a data source directly — either by selecting the published Kaggle dataset or by using the output of the data‑producing notebook. You don’t need to download the files yourself.

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Are there any plans to extend the benchmark models to the same scope of 5.2?

If not: Can you indicate how long 5.2 will be supported?

  • Benchmark models will not be expanded.
  • v5.2 live data will be supported indefinitely, but we will be consulting the data team about possibly de-commissioning train / val datasets for dataset v5-5.2.

Would it be possible to temporarily re-enable uploading v5.2 models on compute? At least until we have a few resolved rounds with the new v5.3 dataset.

I just re-enabled v5.2.

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Weirdly enough, I still don’t see the option to upload v5.2 pickles in the UI. :expressionless:

Sorry, try again. Also, FYI - you can train a model on v5.2 and upload it to v5.3 as long as you filter the features since v5.2 is a subset of 5.3.

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I see it now. Thanks for addressing this so quickly, @ark bro!