作者位次 #17/25ACL 2026Findings· Findings of ACL
Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias in Multilingual Financial Misinformation Detection
Zhiwei Liu · Yupeng Cao · Yuechen Jiang · Mohsinul Kabir · Polydoros Giannouris · Chen Xu · Ziyang Xu · Tianlei Zhu · Md. Tariquzzaman · Triantafillos Papadopoulos · Yan Wang · Lingfei Qian · Xueqing Peng · Zhuohan Xie · Ye Yuan · Saeed Almheiri · Abdulrazzaq Alnajjar · Ming-Bin Chen · Harry Stuart · Paul Thompson · Prayag Tiwari · Alejandro Lopez-Lira · Xue Liu · Jimin Huang · Sophia Ananiadou
摘要
Large language models (LLMs) have been widely applied across various domains of finance. Since their training data are largely derived from human-authored corpora, LLMs may inherit a range of human biases. Behavioral biases can lead to instability and uncertainty in decision-making, particularly...