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ResearchFormerly WizWand

Direct Preference Optimization

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

SHP AlpacaEval 2.0

18.44LCWR

14

May 19, 2026

69.92Accuracy

11

Mar 23, 2026

91.47Accuracy

11

Mar 23, 2026

58.92Accuracy

11

Mar 23, 2026

Code-Vulnerability-Security 11 clients

92.8Accuracy

11

Mar 23, 2026

Code-Vulnerability-Security 3 clients

96.92Accuracy

11

Mar 23, 2026

IMDB 10 clients

85.23Accuracy

11

Mar 23, 2026

87.41Accuracy

11

Mar 23, 2026

RLHFlow AlpacaEval 2.0

Difficulty-Based Preference Data Selection

19.85LCWR

7

May 19, 2026

Skywork AlpacaEval 2.0

Difficulty-Based Preference Data Selection

20.56LCWR

7

May 19, 2026