gpt.college

MLE-bench

A machine-learning engineering benchmark based on Kaggle-style competition tasks.

Last updated: 2026-06-11

What it measures

  • ML engineering
  • Experiment execution
  • Competition-style optimization

Sourced Ranking

Rank Model Provider Score Source Source Type Verified

Limitations

  • Do not assume the GitHub repository is a live leaderboard.
  • The arXiv paper is static; GitHub has newer repository and leaderboard notes.
  • GitHub notes that leaderboard submissions are paused; newer scores may appear in model release pages.

leaderboard

OpenAI MLE-bench GitHub repository

The arXiv paper is static; GitHub has newer repository and leaderboard notes. GitHub notes that leaderboard submissions are paused; newer scores may appear in model release pages.

third-party

MLE-bench dataset or code

Use for dataset, code, or implementation details; score freshness depends on the benchmark.