Table 4 Cross-Validation of license consistency across Modalities.

From: Hybrid net powered large scale audit of dataset licensing and attribution practices for enhanced transparency and compliance

License Match

Number of Datasets

Percentage (%)

License Consistent

4,700

94

License Inconsistent

300

6

Consistent (MIT)

1,150

23

Consistent (GPL)

850

17

Consistent (CC-BY)

1,350

27

Consistent (CC0)

580

11.6

Inconsistent (Other)

50

1

License Conflict in Metadata

200

4

Missing License Information

100

2

Updated License After Audit

150

3