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cs.CL2025
From Disagreement to Understanding: The Case for Ambiguity Detection in NLI
Chathuri Jayaweera, Bonnie J. Dorr
This position paper argues that annotation disagreement in Natural Language Inference (NLI) is not mere noise but often reflects meaningful variation, especially when triggered by…
cs.CL2025
Commonsense on Demand: Generating and Selectively Integrating Commonsense Knowledge for Natural Language Inference
Chathuri Jayaweera, Brianna Yanqui, Bonnie J. Dorr
Natural Language Inference (NLI) determines whether a premise entails, contradicts, or is neutral with respect to a hypothesis. The task is often framed as emulating human inferenc…