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Praphulla Lal Shrestha

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#artificial intelligence Preprint Aug 2026

When Do LLMs Actually Help? Evaluating LLMs as Data Quality Annotators

Testing an LLM on two e-commerce data quality tasks, entity matching and brand mislabeling, against rule based baselines and human verified ground truth, under both zero-shot and few-shot prompting suggests that the value of using an LLM over traditional methods depends heavily on the task.

Praphulla Lal Shrestha · 0 citations