Papers with data provenance
Human-in-the-Loop Synthetic Text Data Inspection with Provenance Tracking (2024.findings-naacl)
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| Challenge: | Data augmentation techniques generate low-quality texts with incorrect labels . a new technique is needed to winnow out texts with inaccurate labels based on provenance inspection . |
| Approach: | They develop a data inspection technique that uses provenance inspection and assistive labeling to winnow out texts with incorrect labels. |
| Outcome: | a new human-in-the-loop data inspection technique can winnow out texts with incorrect labels . the technique can reduce human inspection effort by combining provenance inspection and assistive labeling . |