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cs.AI2026
FlashAttention with Statistics: Low-Overhead Attention Features for Compact Hallucination Detectors
Andrei Volodichev, Maksim Savichev, Nikita Sviridov +3
Large language models can produce fluent answers that the supplied context does not support. A compact frozen proxy model can detect such answers by reading the context and another…
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…