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Policy Evaluation research benchmarks – Page 2 · SOTA2 Research

Policy Evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

400-State Random MDP off-policy

29.65Sum of sqrt MSE

6

Feb 26, 2026

1Total Complexity

5

Jun 5, 2026

Reinforcement Learning (Theoretical Analysis)

-1Convergence Rate

3

Jun 5, 2026

ICU admission data (40% evaluation)

88.7Average Evaluation Value

3

Jun 4, 2026

Job Marketplace Production Experiment Online A/B Test (Post-Launch)

Ensemble-Based Multi-Objective Hybrid Ranking

90Target Lift

1

Jul 1, 2026

Trajectory Data Offline RL

—

—Primary metric

0

Jun 2, 2026

Page 2 of 2

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PolicyBench Cart Pole Random MDP 20-Link Pole Boyan Chain

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