MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

Jun Shern Chan, Neil Chowdhury, Oliver Jaffe, James Aung, Dane Sherburn +7 more
2/12/2026

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@article{chan2026mlebench,
  title  = {MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering},
  author = {Jun Shern Chan and Neil Chowdhury and Oliver Jaffe and James Aung and Dane Sherburn and Evan Mays and Giulio Starace and Kevin Liu and Leon Maksin and Tejal Patwardhan and Aleksander Madry and Lilian Weng},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:739b103d9536a28c7edbe5b9dab9c29ccdc53610},
  journal = {ICLR 2025 2025}
}

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