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Papers Benchmarks Datasets Tasks

Decision Making research benchmarks – Page 2 · SOTA2 Research

Decision Making

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

32.19Average Speed

5

May 12, 2026

Deliberative decision-making tasks n=45 (overall)

237,565Mean Tokens

5

Mar 13, 2026

1Optimal Match Rate

5

Feb 26, 2026

SinerGym (test)

92Normalized Score

4

Apr 8, 2026

1Normalized Score

4

Apr 8, 2026

MetaDrive (test)

1.02Normalized Score

4

Apr 8, 2026

Meta-World (test)

69Normalized Score

4

Apr 8, 2026

0.23Normalized Score

4

Apr 8, 2026

Industrial Benchmark (test)

0.98Normalized Score

4

Apr 8, 2026

9Normalized Score

4

Apr 8, 2026

ControlGym (test)

100Normalized Score

4

Apr 8, 2026

CityLearn (test)

78Normalized Score

4

Apr 8, 2026

Bi-DexHands (test)

0.45Normalized Score

4

Apr 8, 2026

StarCraft II (SC2) built-in AI LV7 (VeryHard) (test)

50Win Rate

4

Feb 26, 2026

StarCraft II built-in AI LV6 (Harder) (test)

40Win Rate

4

Feb 26, 2026

StarCraft II built-in AI LV5 (Hard) (out-of-distribution (OOD))

50Win Rate

4

Feb 26, 2026

39Decision Score (Dec)

3

May 19, 2026

MovieLens (held-out)

SFT with chain-of-thought reasoning

100Accuracy

3

Apr 13, 2026

WikipediaToxicity

SFT with chain-of-thought reasoning

100Accuracy (vs Bayes-optimal)

3

Apr 13, 2026

SFT with chain-of-thought reasoning

100Accuracy (vs Bayes-optimal)

3

Apr 13, 2026

SFT with chain-of-thought reasoning

100Accuracy (vs Bayes-optimal)

3

Apr 13, 2026

14.2ACC1 Score

3

Feb 26, 2026

Art UK-based participants

human-calibrated AI

8.5Final Accuracy

1

Feb 27, 2026

All Aggregated (UK-based participants)

human-calibrated AI

5.2Final Accuracy

1

Feb 27, 2026

Cities UK-based participants

human-calibrated AI

1.7Accuracy

1

Feb 27, 2026

Page 2 of 3

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