activity
20232025
most citedFinBen: A Holistic Financial Benchmark for Large Language Models

21 citations · 48 across the 8 of their papers we have counts for

collaborators

8 papers

cond-mat.mtrl-sci2025

MicroEvoEval: A Systematic Evaluation Framework for Image-Based Microstructure Evolution Prediction

Qinyi Zhang, Duanyu Feng, Ronghui Han +2

Simulating microstructure evolution (MicroEvo) is vital for materials design but demands high numerical accuracy, efficiency, and physical fidelity. Although recent studies on deep…

cs.LG2024

A Hybrid Loss Framework for Decomposition-based Time Series Forecasting Methods: Balancing Global and Component Errors

Ronghui Han, Duanyu Feng, Hongyu Du +1

Accurate time series forecasting, predicting future values based on past data, is crucial for diverse industries. Many current time series methods decompose time series into multip…

cs.LG2024★ 4 cited

HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection

Yuxin Wang, Duanyu Feng, Yongfu Dai +5

Data serves as the fundamental foundation for advancing deep learning, particularly tabular data presented in a structured format, which is highly conducive to modeling. However, e…

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★ 1 cited

Dólares or Dollars? Unraveling the Bilingual Prowess of Financial LLMs Between Spanish and English

Xiao Zhang, Ruoyu Xiang, Chenhan Yuan +8

Despite Spanish's pivotal role in the global finance industry, a pronounced gap exists in Spanish financial natural language processing (NLP) and application studies compared to En…

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…

cs.CL2023★ 5 cited

LAiW: A Chinese Legal Large Language Models Benchmark

Yongfu Dai, Duanyu Feng, Jimin Huang +6

General and legal domain LLMs have demonstrated strong performance in various tasks of LegalAI. However, the current evaluations of these LLMs in LegalAI are defined by the experts…

cs.LG2023★ 13 cited

Empowering Many, Biasing a Few: Generalist Credit Scoring through Large Language Models

Duanyu Feng, Yongfu Dai, Jimin Huang +6

In the financial industry, credit scoring is a fundamental element, shaping access to credit and determining the terms of loans for individuals and businesses alike. Traditional cr…