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Papers Benchmarks Datasets Tasks

All Datasets dataset and benchmarks · SOTA2 Research

Research Datasets

All Datasets

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Retrieval-Augmented Generation

All Datasets Aggregated

76.6Average Performance Score

55

Exponent beta estimation for power-law entropy growth

All datasets

0.533Beta Exponent

24

Binary Classification (Assistive vs Creative)

All Datasets Combined

99AUC

12

Binary Classification (Human vs Creative)

All Datasets Combined

0.99AUC

12

Binary Classification (Human vs Assistive)

All Datasets Combined

98AUC

12

Generalized Category Discovery

All Datasets Avg

75.1Overall Accuracy

12

Reliability Estimation

All Datasets averaged (test)

0.853Alpha

11

Reliability Estimation (Micro Win Rate)

All Datasets averaged

0.574Alpha

11

Temporal Point Process Modeling

All datasets Combined (All)

0.024E

9

Critical transition detection

All datasets

85.9AUROC

9

Ancient inscription restoration

All Datasets Average

93.14SSIM

9

Ancient Inscription Texture Restoration

All Datasets Averages

37.639PSNR

9

Ancient Inscription Restoration

All Datasets Average

0.076LPIPS

9

Lesion Segmentation

All Datasets

0.777BBox Score

6

Time Series Synthesis

All datasets (averaged)

97Coverage

5

Misalignment Detection

All datasets 9 5 in-dist + 4 OOD (pooled)

93AUROC

4

Image Generation

All Datasets

54Fidelity

4

Preference Prediction

All Datasets Total

43Significant Features Count (S)

2

Alpha-law validation

All datasets

31.3Clean Accuracy

1

Popular tasks

Ancient Inscription Restoration Image Generation Lesion Segmentation Retrieval-Augmented Generation Temporal Point Process modeling

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