Qi-Meng Luo

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

Results show that proxy-based empirical gain achieves strong ranking agreement with proxy-defined realized utility and substantially outperforms row-count and token-count baselines in the tested setting, while the prototype provides a controlled sanity check of the valuation pipeline and its sensitivity to duplication-...