Rishabh Kumar

Enhancing Fake News Detection in Low-Resource Linguistic Contexts using Translation-based NER and Lightweight NLI

A robust preprocessing pipeline incorporating Google Translation, spaCy-based NER with hyphenated-word normalization, and a future-event-aware fallback logic is proposed, achieving a 40 percent reduction in inference latency and closing the linguistic generalization gap left by previous works.