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

Minghui Xu, Qi Luo, Kun Li

Traditional data valuation methods based on ``row-count $\times$ quality coefficient'' paradigms fail to capture the nuanced, nonlinear contributions that data makes to Large Langu…