Beyond Reported Accuracy: A Verifiability-Focused, Multi-Axis Review of Content and Context Based Fake News Detection
Fake news undermines information integrity, and the proliferation of large language models (LLMs) has intensified both its generation and its detection. Prior surveys catalogue methods but rarely verify the performance figures they synthesize, restrict comparison to same-benchmark settings, or assess risk of bias, so r...