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Johannes Hohne

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Preprint Aug 2026

Enhancing Tabular Learners with Context-Aware Semantic Embeddings

While modern tabular learners excel at capturing statistical patterns, they frequently operate in a semantic vacuum, treating textual features as discrete symbols, ignoring the rich semantics inherent in feature names or cell entries. We propose CASE (Context-Aware Semantic Embeddings), a novel framework that bridges t...

Günther Schindler, Maximilian Schambach, Johannes Hohne · 0 citations

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