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most citedFairshare Data Pricing via Data Valuation for Large Language Models

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cs.CL2026

Effective Synthetic Data Curation Requires Group-Level Signals

Cathy Jiao, Chenyan Xiong

Synthetic data now is essential to LLM training, used to strengthen advanced capabilities such as autonomous and long-horizon task execution. Yet recent work shows that training on…