Author

Vasudevan Nedumpozhimana

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#machine learning Preprint Sep 2026

Analysing the Linearity of Linguistic Relations in Language Model Embedding Spaces

We propose a framework to analyse how strongly different linguistic relations are linearly encoded in language model embedding spaces. We formalise linear encoding via a constrained linear approximation over related and unrelated word pairs and apply this to an extended BATS dataset covering inflectional, derivational,...

Vasudevan Nedumpozhimana, Fathima Thekkekara, John D. Kelleher · 0 citations

#small language model Open access Sep 2026

Semantic labeling with fulfillers in multilingual contexts

This article introduces a novel approach to semantic labeling grounded in the fulfiller concept—a cognitive-semantic theory that highlights the role of absent but contextually inferred elements in meaning construction. We argue that the prevailing semantic labeling practices often neglect this essential aspect of m...

Kiran Pala, Vasudevan Nedumpozhimana, S. Shalu et al. · Frontiers in Language Scienc... · 0 citations