misinformation detection
LLM Fact-Checkers Cheat: The Leakage Problem Exposed
New research reveals that LLM-based fact-checkers may inflate their misinformation detection scores through data leakage—exploiting hindsight knowledge rather than genuine reasoning. The findings have major implications for digital authenticity benchmarks.
