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Kim Gerdes

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#natural language process... Preprint Sep 2026

Beyond frequency measures: Can contextual embeddings capture meaning change in scientific texts?

It is hypothesised that contextual embeddings can complement frequency dynamics to effectively track diachronic semantic change, and frequency and embedding-based approaches across Astrophysics and NLP corpora spanning from 2010 to 2024 are compared.

Jian-Ying Liu, Kim Gerdes, J. Deltorn · 0 citations
#artificial intelligence Book Open access Nov 2025

Patent Representation Learning via Self-supervision

Results indicate that patent sections provide effective self-supervised positive views for learning dense patent representations, and section-pair training improves compatibility among abstracts, claims, and descriptions of the same invention.

You Zuo, Kim Gerdes, Éric Villemonte de la Clergerie et al. · 2 citations

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