# Baseten's Base Labs turns Qwen into decision models with 6.21M examples

> Source: <https://runtimewire.com/article/base-labs-mammoth-elephant-decision-models>
> Published: 2026-10-21 18:07:37+00:00

# Baseten's Base Labs turns Qwen into decision models with 6.21M examples

**Led by Max Kirkby, the lab reports top benchmark scores for two open-weight models built to return calibrated probabilities instead of generated answers.**

        By [Ryan Merket](https://runtimewire.com/author/ryan-merket)
        · Published 

Primary source: [X](https://x.com/baselabs/status/2112955587059450035)

## Why it matters

Base Labs is showing how a post-training team can turn an existing open model into a specialized decision system, and it has published enough of the method to make the benchmark claim testable. Whether those gains transfer to real workflows will matter more than the leaderboard position.

[Max Kirkby](https://x.com/maxkirkby?ref=runtimewire) and Base Labs, the research lab inside Baseten, released [mammoth-1](https://runtimewire.com/models/huggingface/baselabs-mammoth-1-fa430c248226c108) and [elephant-1](https://runtimewire.com/models/huggingface/baselabs-elephant-1-c0d83b56ba3b9891) on October 21st, turning Qwen models into specialist systems that score choices rather than generate prose. The lab says its 27-billion-parameter mammoth-1 leads the Jev Decision Index, while its 9-billion-parameter elephant-1 ranks among the leaders at a smaller size.…

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