Author

Zhenyun Deng

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#natural language process... Preprint Sep 2026

MWE-ECL: Recoverable Long-Range Context Does Not Always Override Local Lexical Priors

This work introduces Multiword Expression Effective Context Length (MWE-ECL), a bilingual diagnostic whose matched anchor-retrieval, no-anchor prior, and interpretation prompts measure explicit recoverability, model-observed defaults, and anchor-conditioned decisions, respectively.

Wei He, Aline Villavicencio, R. Wilkens et al. · 0 citations

Review Open access Jul 2026

Explainable Hallucination Mitigation in Large Language Models: A Survey

This survey addresses hallucination mitigation through the lens of explainability, proposing a taxonomy that distinguishes between internal explainability and post hoc explainability and discusses the constructive role of hallucinations in creative and user‐driven applications.

Wentao Deng, Jiao Li, Hongyu Zhang et al. · WIREs Data Mining and Knowle... · 1 citation