LiveFact: A Dynamic, Time-Aware Benchmark for LLM-Driven Fake News Detection

Researchers have developed LiveFact, a new dynamic benchmark for evaluating Large Language Models' ability to detect fake news and misinformation in real-time conditions. The benchmark addresses limitations of static testing by using temporal evidence sets and finds that open-source models like Qwen3-235B-A22B now match proprietary systems in performance.