Utility-Aware Data Pricing: Token-Level Quality and Empirical Training Gain for LLMs

Minghui Xu, Qi Luo, Kun Li +1

Traditional ``row-count $\times$ quality coefficient'' approaches fail to capture the nonlinear utility of data for Large Language Model (LLM) capabilities. We present a utility-aw…