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Papers Benchmarks Datasets Tasks

Machine learning engineering research benchmarks · SOTA2 Research

Machine learning engineering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

86.36Any Medal (%)

28

Jun 11, 2026

31.1Score

24

Jun 4, 2026

MLE-Bench full official

80.3Medal Rate (Low)

23

Jun 5, 2026

MLE-bench-30 (test)

76Percentile Rank

22

Mar 30, 2026

Claude-4.5-Sonnet

91.9Valid Sub.

13

Apr 7, 2026

MLE-Bench 51 tasks (held-out)

58.5Avg@3

11

Feb 26, 2026

MLE-Bench Lite 22-competition June 2026

Famou-Agent 2.0

80.3Medal %

10

Jul 1, 2026

MLE-bench (held-out task instances)

58.6Accuracy (%)

6

Feb 26, 2026

MLE-bench (All)

50.67Medal Rate

5

Feb 26, 2026

40Medal Rate

5

Feb 26, 2026

MLE-bench Medium

44.74Medal Rate

5

Feb 26, 2026

68.18Medal Rate

5

Feb 26, 2026

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