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most citedTowards Foundation Time Series Model: To Synthesize Or Not To Synthesize?

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cs.LG2026

Do You Even Need More Data? Rethinking LLM Deployment for Label-Scarce Tabular Classification with TabLens

Daria Grushina, Kseniia Kuvshinova, Alina Kostromina +3

Every tabular classification task requires sufficient labeled data. When labels are scarce, practitioners can collect more examples, encode domain expertise into features, or accep…