Author

Matthew Watson

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Preprint Jul 2026

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation

This work provides a mathematically grounded, highly efficient diagnostic tool to uncover human label failures, sanitize evaluation benchmarks, and ensure the integrity of LLM alignment data.

Yunting Song, Matthew Watson, Peter Grabowski et al. · 0 citations