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

Yunting Song, Matthew Watson, Peter Grabowski +1

The alignment of Large Language Models (LLMs) is increasingly bottlenecked by data quality. As datasets scale, massive preference and instruction-tuning corpora inevitably accumula…