SynQuE formalizes ranking synthetic datasets for real task performance with unannotated real data proxies, including LENS using LLM reasoning, showing correlations and accuracy gains like +8.1% on Text2SQL.
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SynQuE: Estimating Synthetic Dataset Quality Without Annotations
SynQuE formalizes ranking synthetic datasets for real task performance with unannotated real data proxies, including LENS using LLM reasoning, showing correlations and accuracy gains like +8.1% on Text2SQL.