preprintZenodo (CERN European Organization for Nuclear Research)Mar 14, 2026GREEN OA

Zero-Shot NLI Stance Detection for Knowledge Graph Edge Classification: Validating the Inference Level

RMRogier Meulenaar

Radboud University Nijmegen

Indexed indatacite

Abstract

Paper 1 in the Prioris research series. Validates inference-level edge classification using mDeBERTa-v3 zero-shot NLI for CONFIRMS and CONTRADICTS edges. Compares against Claude Haiku and fine-tuned BERT baselines across three domains and two languages. Part of the Evidence-Graded Knowledge Graphs research programme (Paper 0: 10.5281/zenodo.19024611).

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Topics & keywords

Topics
Keywords
  • Inference
  • Graph
  • Knowledge graph
  • Enhanced Data Rates for GSM Evolution
  • General knowledge
  • Pattern recognition (psychology)
UN Sustainable Development Goals
  • Quality Education
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