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20232026
most citedFinBen: A Holistic Financial Benchmark for Large Language Models

21 citations · 61 across the 19 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

cs.CE2024

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent

Haohang Li, Yupeng Cao, Yangyang Yu +12

Recent advancements have underscored the potential of large language model (LLM)-based agents in financial decision-making. Despite this progress, the field currently encounters tw…

cs.CL2024★ 4 cited

Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Jimin Huang, Mengxi Xiao, Dong Li +41

Financial LLMs hold promise for advancing financial tasks and domain-specific applications. However, they are limited by scarce corpora, weak multimodal capabilities, and narrow ev…

cs.CL2024★ 12 cited

FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making

Yangyang Yu, Zhiyuan Yao, Haohang Li +14

Large language models (LLMs) have demonstrated notable potential in conducting complex tasks and are increasingly utilized in various financial applications. However, high-quality…

q-fin.RM2024★ 6 cited

RiskLabs: Predicting Financial Risk Using Large Language Model based on Multimodal and Multi-Sources Data

Yupeng Cao, Zhi Chen, Prashant Kumar +7

The integration of Artificial Intelligence (AI) techniques, particularly large language models (LLMs), in finance has garnered increasing academic attention. Despite progress, exis…

cs.CL2024★ 21 cited

FinBen: A Holistic Financial Benchmark for Large Language Models

Qianqian Xie, Weiguang Han, Zhengyu Chen +31

LLMs have transformed NLP and shown promise in various fields, yet their potential in finance is underexplored due to a lack of comprehensive evaluation benchmarks, the rapid devel…