Tyler C. Murray

Allen Institute for Artificial Intelligence

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Research focus

Data Curation & Synthetic Data (1)Natural Language Processing (1)Training Efficiency & Optimization (1)

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David Heineman (1)Matt Jordan (1)Hanna Hajishirzi (1)Christopher R'e (1)

Papers (1)

Feb 12, 2026

AI2Feb 12, 2026·also Stanford HAI

Olmix: A Framework for Data Mixing Throughout LM Development

By reusing existing data mixture ratios and only recomputing for affected domains, Olmix slashes compute costs by 74% without sacrificing downstream task performance during iterative LM development.

Tyler C. Murray, David Heineman, Matt Jordan +4

Data Curation & Synthetic Data Natural Language Processing Training Efficiency & Optimization

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Tyler C. Murray

Research focus

Frequent co-authors

Papers (1)