mlsanityData to 14 Oct 2026

Inferring Adjective Hypernyms with Language Models to Increase the Connectivity of Open English Wordnet

arXiv 2506.10715 ↗First posted 12 Jun 2025cs.CLcited by 0

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Abstract (arXiv)

Open English Wordnet is a key resource published in OntoLex-lemon as part of the linguistic linked open data cloud. There are, however, many links missing in the resource, and in this paper, we look at how we can establish hypernymy between adjectives. We present a theoretical discussion of the hypernymy relation and how it differs for adjectives in contrast to nouns and verbs. We develop a new resource for adjective hypernymy and fine-tune large language models to predict adjective hypernymy, showing that the methodology of TaxoLLaMa can be adapted to this task.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 6 of its 44 references that are in the map. First posted on arXiv 12 Jun 2025.

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References · 6

  1. 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 13,028
  2. 2016HyperLex: A Large-Scale Evaluation of Graded Lexical Entailmentcited by 26
  3. 2021Distilling Relation Embeddings from Pre-trained Language Modelscited by 15
  4. 2024Lost in Inference: Rediscovering the Role of Natural Language Inference for Large Language Modelscited by 8
  5. 2020Data Augmentation for Hypernymy Detectioncited by 7
  6. 2020KEML: A Knowledge-Enriched Meta-Learning Framework for Lexical Relation Classificationcited by 3

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