All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation Detection
Yuechen Jiang · Zhiwei Liu · Yupeng Cao · Yueru He · Ziyang Xu · Chen Xu · Zhiyang Deng · Prayag Tiwari · Xi Chen · Alejandro Lopez-Lira · Jimin Huang · Junichi Tsujii · Sophia Ananiadou
摘要
We introduce RFC-Bench, a benchmark for evaluating large language models on financial misinformation under realistic news. RFC-Bench operates at the paragraph level and captures the contextual complexity of financial news where meaning emerges from dispersed cues. The benchmark defines two comple...