Zero-Shot NLI Stance Detection for Knowledge Graph Edge Classification: Validating the Inference Level
Rogier Meulenaar · Zenodo (CERN European Organization for Nuclear Research) · 2026
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).