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ResearchFormerly WizWand

Preference Estimation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Sports car dataset Empirical Setting II m=200

469.25Beta_A Estimate

10

Apr 20, 2026

Sports car dataset Empirical Setting II, m=150

467.07β̂A

10

Apr 20, 2026

Sports car dataset Empirical Setting II m=100

453.64Beta Estimate A

10

Apr 20, 2026

Sports car dataset Empirical Setting II, m=50

421.27Beta Estimate A

10

Apr 20, 2026

AREW– AS ONLY

56.91Average Outcome Reward

9

Mar 13, 2026

AREW– AS + BT

61.28Average Outcome Reward

9

Mar 13, 2026

AREW– AS + BT

80.33Average Outcome Reward

9

Mar 13, 2026

AREW– AS + BT

54.67Average Outcome Reward

9

Mar 13, 2026

Multi-party Negotiation

112MSE (Mayor)

3

Apr 20, 2026