PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

8 June 2023

Papers citing "PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance"

41 / 41 papers shown

Title
TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction Tommy Xu Zhitian Zhang Xiangyu Sun Lauren Kelly Zung Hossein Hajimirsadeghi Greg Mori LMTD LRM 51 0 0 01 Jul 2025
Finance Language Model Evaluation (FLaME) Glenn Matlin Mika Okamoto Huzaifa Pardawala Yang Yang Sudheer Chava AIFin LRM 46 0 0 18 Jun 2025
Domain Specific Benchmarks for Evaluating Multimodal Large Language Models Khizar Anjuma Muhammad Arbab Arshad Kadhim Hayawi Efstathios Polyzos A. Tariq ... Nishith Reddy Mannuru Ravi Varma Kumar Bevara Taslim Mahbub Muhammad Zeeshan Akram Sakib Shahriar ELM LRM 72 0 0 15 Jun 2025
Prioritizing Alignment Paradigms over Task-Specific Model Customization in Time-Series LLMs Wei Li Yunyao Cheng Xinli Hao Chaohong Ma Yuxuan Liang Bin Yang Christian S.Jensen Xiaofeng Meng AI4TS 47 0 0 13 Jun 2025
RKEFino1: A Regulation Knowledge-Enhanced Large Language Model Yan Wang Yueru He Ruoyu Xiang Jeff Zhao 53 0 0 06 Jun 2025
PulseReddit: A Novel Reddit Dataset for Benchmarking MAS in High-Frequency Cryptocurrency Trading Qiuhan Han Qian Wang Atsushi Yoshikawa Masayuki Yamamura AIFin 80 0 0 04 Jun 2025
Interpretable LLMs for Credit Risk: A Systematic Review and Taxonomy Muhammed Golec Maha AlabdulJalil 64 0 0 04 Jun 2025
M $^3$ FinMeeting: A Multilingual, Multi-Sector, and Multi-Task Financial Meeting Understanding Evaluation Dataset Jie Zhu Junhui Li Yalong Wen Xiandong Li Lifan Guo Feng-Xiang Chen 84 0 0 03 Jun 2025
FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning Zhuohan Xie Dhruv Sahnan Debopriyo Banerjee Georgi Georgiev Rushil Thareja ... Ivan Koychev Tanmoy Chakraborty Salem Lahlou Veselin Stoyanov Preslav Nakov ReLM LRM 83 0 0 03 Jun 2025
BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Guilong Lu Xuntao Guo Rongjunchen Zhang Wenqiao Zhu Ji Liu ELM 57 0 0 26 May 2025
ExpertSteer: Intervening in LLMs through Expert Knowledge Weixuan Wang Minghao Wu Barry Haddow Alexandra Birch LLMSV 194 0 0 18 May 2025
COSMOS: Predictable and Cost-Effective Adaptation of LLMs Jiayu Wang Aws Albarghouthi Frederic Sala 104 0 0 30 Apr 2025
CLASH: Evaluating Language Models on Judging High-Stakes Dilemmas from Multiple Perspectives Ayoung Lee Ryan Sungmo Kwon Peter Railton Lu Wang ELM 157 0 0 15 Apr 2025
From Deep Learning to LLMs: A survey of AI in Quantitative Investment Bokai Cao Saizhuo Wang Xinyi Lin Xiaojun Wu Haohan Zhang L. Ni Jian Guo AIFin 115 1 0 27 Mar 2025
Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation Jaskaran Singh Walia Aarush Sinha Srinitish Srinivasan Srihari Unnikrishnan 151 1 0 24 Feb 2025
Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models Raeid Saqur Anastasis Kratsios Florian Krach Yannick Limmer Jacob-Junqi Tian John Willes Blanka Horvath Frank Rudzicz MoE 152 0 0 24 Feb 2025
FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading Guojun Xiong Zhiyang Deng Keyi Wang Yupeng Cao Haohang Li ... Kaleb Smith Xiao-Yang Liu J. Huang Sophia Ananiadou Qianqian Xie AIFin 445 2 0 20 Feb 2025
Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey Zirui Song Bin Yan Yuhan Liu Miao Fang Mingzhe Li Rui Yan Preslav Nakov KELM LM&MA 122 16 0 15 Feb 2025
Retrieval-augmented Large Language Models for Financial Time Series Forecasting Mengxi Xiao Z. L. Jiang Lingfei Qian Zhengyu Chen Yueru He ... Ruey-Ling Weng Min Peng J. Huang Sophia Ananiadou Qianqian Xie AIFin AI4TS RALM 119 1 0 09 Feb 2025
Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains Xu Chu Zhijie Tan Hanlin Xue Guanyu Wang Tong Mo Weiping Li LRM ELM 123 3 0 24 Jan 2025
FinSphere, a Real-Time Stock Analysis Agent Powered by Instruction-Tuned LLMs and Domain Tools Shijie Han Changhai Zhou Yiqing Shen Tianning Sun Yuhua Zhou AIFin 145 1 0 08 Jan 2025
FLAME: Financial Large-Language Model Assessment and Metrics Evaluation Jiayu Guo Yu Guo Martha Li Songtao Tan ELM 78 2 0 03 Jan 2025
Assistive AI for Augmenting Human Decision-making Natabara Máté Gyöngyössy Bernát Török Csilla Farkas Laura Lucaj Attila Menyhárd Krisztina Menyhárd-Balázs András Simonyi Patrick van der Smagt Zsolt Ződi András Lőrincz 77 0 0 18 Oct 2024
UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models Yuzhe Yang Yifei Zhang Yan Hu Y. Guo Ruoli Gan ... Haining Wang Qianqian Xie Jimin Huang Honghai Yu Benyou Wang ELM AIFin 115 2 0 17 Oct 2024
TradExpert: Revolutionizing Trading with Mixture of Expert LLMs Qianggang Ding Haochen Shi Jiadong Guo Bang Liu AIFin 116 3 0 16 Oct 2024
Task-Adaptive Pretrained Language Models via Clustered-Importance Sampling David Grangier Simin Fan Skyler Seto Pierre Ablin 213 5 0 30 Sep 2024
FMDLlama: Financial Misinformation Detection based on Large Language Models Zhiwei Liu Xin Zhang Kailai Yang Qianqian Xie Jimin Huang Sophia Ananiadou ALM 74 3 0 24 Sep 2024
R-Eval: A Unified Toolkit for Evaluating Domain Knowledge of Retrieval Augmented Large Language Models Shangqing Tu Yuanchun Wang Jifan Yu Yuyang Xie Yaran Shi Xiaozhi Wang Jing Zhang Lei Hou Juanzi Li ELM 109 4 0 17 Jun 2024
Can LLMs Learn Macroeconomic Narratives from Social Media? Almog Gueta Amir Feder Zorik Gekhman Ariel Goldstein Roi Reichart 112 4 0 17 Jun 2024
A Survey of Useful LLM Evaluation Ji-Lun Peng Sijia Cheng Egil Diau Yung-Yu Shih Po-Heng Chen Yen-Ting Lin Yun-Nung Chen LLMAG ELM 88 16 0 03 Jun 2024
PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration Huiping Zhuang Jianwei Wang Zhengdong Lu Huiping Zhuang Haoran Li Huiping Zhuang Cen Chen RALM KELM 129 8 0 03 Jun 2024
NIFTY Financial News Headlines Dataset Raeid Saqur Ken Kato Nicholas Vinden Frank Rudzicz AIFin 81 1 0 16 May 2024
JaFIn: Japanese Financial Instruction Dataset Kota Tanabe Masahiro Suzuki Hiroki Sakaji Itsuki Noda 81 1 0 14 Apr 2024
FinBen: A Holistic Financial Benchmark for Large Language Models Qianqian Xie Weiguang Han Zhengyu Chen Ruoyu Xiang Xiao Zhang ... Yanzhao Lai Hao Wang Min Peng Sophia Ananiadou Jimin Huang AIFin 130 48 0 20 Feb 2024
Ploutos: Towards interpretable stock movement prediction with financial large language model Hanshuang Tong Jun Li Ning Wu Ming Gong Dongmei Zhang Qi Zhang AIFin 60 9 0 18 Feb 2024
Dólares or Dollars? Unraveling the Bilingual Prowess of Financial LLMs Between Spanish and English Xiao Zhang Ruoyu Xiang Chenhan Yuan Duanyu Feng Weiguang Han ... Xiao-Yang Liu Sophia Ananiadou Min Peng Jimin Huang Qianqian Xie 83 8 0 12 Feb 2024
A Survey of Large Language Models in Finance (FinLLMs) Jean Lee Nicholas Stevens S. Han Minseok Song AIFin 99 70 0 04 Feb 2024
EmoLLMs: A Series of Emotional Large Language Models and Annotation Tools for Comprehensive Affective Analysis Zhiwei Liu Kailai Yang Tianlin Zhang Qianqian Xie Sophia Ananiadou 74 52 0 16 Jan 2024
CFBenchmark: Chinese Financial Assistant Benchmark for Large Language Model Yang Lei Jiangtong Li Dawei Cheng Zhijun Ding Changjun Jiang 47 11 0 10 Nov 2023
MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models Kailai Yang Tianlin Zhang Zi-Zhou Kuang Qianqian Xie Jimin Huang Sophia Ananiadou AI4MH 99 58 0 24 Sep 2023
A Comprehensive Survey on Enterprise Financial Risk Analysis from Big Data Perspective Yu Zhao Huaming Du Qing Li Fuzhen Zhuang Ji Liu Gang Kou Gang Kou 159 1 0 28 Nov 2022