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domain adaptation 1expert-guided models 1fake news detection 1knowledge distillation 1multimodal learning 1

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cs.CL2026

Where Detectors Fail: Closing the Tail-Domain Gap with Expert-Guided Mutual Distillation

Xuan Feng, Guihong Liu, Tianlong Gu +5

The paper introduces Expert-Guided Mutual Distillation (EGMD), a method that improves multimodal fake news detection across domains by calibrating input coherence, aligning domain…