7B Fact-Checker Outperforms 30B Models: The Cost of Reliability in LLM Fact-Checking

A 7B fact-checker achieved 99.8% accuracy without deleting true claims, outperforming 30B models. Analyze the trade-offs in reliability and operational economics.

A 7B fact-checker achieved 99.8% accuracy without deleting true claims, outperforming 30B models. Analyze the trade-offs in reliability and operational economics.
A 60-second tour of VideoEval scoring 10 AI-generated clips: prompt adherence, color saturation, motion ghosting, pass/fail verdicts, and the human review queue. Real demo, real numbers.