Author

Hadi Fadlallah

University of Sciences and Arts in Lebanon

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Preprint Aug 2026

Agentic Data Cleaning Without a Clean Reference: An Experimental Study of Capabilities and Trade-offs

Results show that additional capabilities introduce trade-offs among detection, repair, evidence grounding, conservative behaviour, reproducibility, and operational cost rather than producing consistent improvements in reference-free agentic data cleaning.

Hadi Fadlallah · 0 citations