Position: Evaluating LLMs in Finance Requires Explicit Bias Consideration
Yaxuan Kong · Hoyoung Lee · Yoontae Hwang · Alejandro Lopez-Lira · Bradford Levy · Dhagash Mehta · Qingsong Wen · CHANYEOL CHOI · Yongjae Lee · Stefan Zohren
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Yaxuan Kong · Hoyoung Lee · Yoontae Hwang · Alejandro Lopez-Lira · Bradford Levy · Dhagash Mehta · Qingsong Wen · CHANYEOL CHOI · Yongjae Lee · Stefan Zohren
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
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...
Xueqing Peng · Lingfei Qian · Yan Wang · Ruoyu Xiang · Yueru He · Yang Ren · Mingyang Jiang · Vincent Jim Zhang · Yuqing Guo · Jeff Zhao · Huan He · Yi Han · Yun Feng · Yuechen Jiang · Yupeng Cao · Haohang Li · Yangyang Yu · Xiaoyu Wang · Penglei Gao · Shengyuan Lin · Keyi Wang · Shanshan Yang · Yilun Zhao · Zhiwei Liu · Peng Lu · Jerry Huang · Suyuchen Wang · Triantafillos Papadopoulos · Polydoros Giannouris · Efstathia Soufleri · Nuo Chen · Zhiyang Deng · Heming Fu · Yijia Zhao · MINGQUAN LIN · Meikang Qiu · Kaleb E Smith · Arman Cohan · Xiao-Yang Liu · Jimin Huang · GUOJUN XIONG · Alejandro Lopez-Lira · Xi Chen · Junichi Tsujii · Jian-Yun Nie · Sophia Ananiadou · Qianqian Xie
Real-world financial analysis involves information across multiple languages and modalities, from reports and news to scanned filings and meeting recordings. Yet most existing evaluations of LLMs in finance remain text-only, monolingual, and largely saturated by current models. To bridge these ga...
Sumin Kim · Minjae Kim · Jihoon Kwon · Yoon Kim · Oscar Levy · Alejandro Lopez-Lira · Yongjae Lee · CHANYEOL CHOI
Prediction markets provide a unique setting where event-level time series are directly tied to natural-language descriptions, yet discovering robust lead–lag relationships remains challenging due to spurious statistical correlations. We propose a hybrid two-stage causal screener to address this c...
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
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...