The proposed C2EFND framework combines MoE-based LLM knowledge editing, SLM replay, and multi-round pseudo-labeling, but its reported SOTA gains are undermined by test-set leakage.
Reinforced adaptive knowl- edge learning for multimodal fake news detection,
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Lifelong Evolution: Collaborative Learning between Large and Small Language Models for Continuous Emergent Fake News Detection
The proposed C2EFND framework combines MoE-based LLM knowledge editing, SLM replay, and multi-round pseudo-labeling, but its reported SOTA gains are undermined by test-set leakage.