Directional Relations in Complex Word Embeddings

Samira Jahangiri et al · LibraryPress@UF · 2026

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Author / responsible party

Samira Jahangiri et al

Publisher

LibraryPress@UF

Year

2026

ISSN

2334-0754

ISSN

2334-0754

Language

English

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We study complex-valued word embeddings where each word is represented by a magnitude and phase. Using a skip-gram objective, the real component captures symmetric similarity while the imaginary component induces directional interactions. Hypernym relations emerge as consistent phase orderings and are sharpened via a lightweight fine-tuning objective, providing a simple geometric mechanism for semantic hierarchy.

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APA 7

al, S. J. E. (2026). Directional Relations in Complex Word Embeddings. https://journals.flvc.org/FLAIRS/article/view/141922

MLA

al, Samira Jahangiri et. "Directional Relations in Complex Word Embeddings." 2026. https://journals.flvc.org/FLAIRS/article/view/141922.

Chicago

al, Samira Jahangiri et. 2026. "Directional Relations in Complex Word Embeddings.". https://journals.flvc.org/FLAIRS/article/view/141922.

Harvard

al, S. J. E. 2026, Directional Relations in Complex Word Embeddings, LibraryPress@UF, available at: https://journals.flvc.org/FLAIRS/article/view/141922 [Accessed 9 Aug. 2026].

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Title: Directional Relations in Complex Word Embeddings

Author / contributors: Samira Jahangiri et al

Publisher: LibraryPress@UF

Publication year: 2026

ISSN: 2334-0754

ISSN: 2334-0754

Language: English