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ResearchFormerly WizWand

Repetition Mitigation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

DUC (Duplicatus Charm)

11RepeatScore

15

Feb 26, 2026

0.53RepeatScore

15

Feb 26, 2026

0.46RepeatScore

15

Feb 26, 2026

BadCase 3 (test)

Direct Preference Optimization (DPO) fine-tuning

45Repetition Rate Before

1

Feb 26, 2026

BadCase 2 (test)

Direct Preference Optimization (DPO) fine-tuning

60Repetition Rate Before

1

Feb 26, 2026

BadCase 30 cases 1 (test)

Direct Preference Optimization (DPO) fine-tuning

0Repetition Rate After

1

Feb 26, 2026