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Papers Benchmarks Datasets Tasks

OOS dataset and benchmarks · SOTA2 Research

Research Datasets

OOS

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Open Intent Detection

OOS_CG (test)

55.99F1 (IND)

24

Intent Recognition

OOS (test)

87.2Overall Accuracy

19

Stock Trading Performance

2025YTD OOS 145 trading days (2025-01-02 to 2025-08-01)

1.4Sharpe Ratio (Annualized)

9

Open Intent Classification

OOS 75% known classes (test)

86.32Accuracy

5

Open Intent Classification

OOS 25% known classes (test)

87.59Accuracy

5

Popular tasks

Open Intent Classification Intent Recognition Open Intent Detection Stock Trading Performance

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