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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Hemang Thakar

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Open access Aug 2026

Semantic Adaptive Fusion with Trust Signals for Fake News Detection

This paper introduces AQFND (Adaptive and Trust-aware Fake News Detector), an end-to-end model that combines dense contextual semantic features provided by a frozen LLM encoder with statistical lexical features (TF-IDF) using a complexity-aware dynamic gating mechanism.

Hemang Thakar, Brijesh Bhatt · 0 citations