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PIXIU

This repository introduces PIXIU, an open-source resource featuring the first financial large language models (LLMs), instruction tuning data, and evaluation benchmarks to holistically assess financial LLMs. Our goal is to continually push forward the open-source development of financial artificial intelligence (AI).

Install / Use

/learn @The-FinAI/PIXIU

README

<p align="center" width="100%"> <img src="https://i.postimg.cc/xTpWgq3L/pixiu-logo.png" width="100%" height="100%"> </p> <div> <div align="left"> <a target='_blank'>Qianqian Xie<sup>1</sup></span>&emsp; <a target='_blank'>Weiguang Han<sup>2</sup></span>&emsp; <a target='_blank'>Zhengyu Chen<sup>2</sup></span>&emsp; <a target='_blank'>Ruoyu Xiang<sup>1</sup></a>&emsp; <a target='_blank'>Xiao Zhang<sup>1</sup></a>&emsp; <a target='_blank'>Yueru He<sup>1</sup></a>&emsp; <a target='_blank'>Mengxi Xiao<sup>2</sup></a>&emsp; <a target='_blank'>Dong Li<sup>2</sup></a>&emsp; <a target='_blank'>Yongfu Dai<sup>7</sup></a>&emsp; <a target='_blank'>Duanyu Feng<sup>7</sup></a>&emsp; <a target='_blank'>Yijing Xu<sup>1</sup></a>&emsp; <a target='_blank'>Haoqiang Kang<sup>5</sup></a>&emsp; <a target='_blank'>Ziyan Kuang<sup>12</sup></a>&emsp; <a target='_blank'>Chenhan Yuan<sup>3</sup></a>&emsp; <a target='_blank'>Kailai Yang<sup>3</sup></a>&emsp; <a target='_blank'>Zheheng Luo<sup>3</sup></a>&emsp; <a target='_blank'>Tianlin Zhang<sup>3</sup></a>&emsp; <a target='_blank'>Zhiwei Liu<sup>3</sup></a>&emsp; <a target='_blank'>Guojun Xiong<sup>10</sup></a>&emsp; <a target='_blank'>Zhiyang Deng<sup>9</sup></a>&emsp; <a target='_blank'>Yuechen Jiang<sup>9</sup></a>&emsp; <a target='_blank'>Zhiyuan Yao<sup>9</sup></a>&emsp; <a target='_blank'>Haohang Li<sup>9</sup></a>&emsp; <a target='_blank'>Yangyang Yu<sup>9</sup></a>&emsp; <a target='_blank'>Gang Hu<sup>8</sup></a>&emsp; <a target='_blank'>Jiajia Huang<sup>11</sup></a>&emsp; <a target='_blank'>Xiao-Yang Liu<sup>5</sup></a>&emsp; <a href='https://warrington.ufl.edu/directory/person/12693/' target='_blank'>Alejandro Lopez-Lira<sup>4</sup></a>&emsp; <a target='_blank'>Benyou Wang<sup>6</sup></a>&emsp; <a target='_blank'>Yanzhao Lai<sup>13</sup></a>&emsp; <a target='_blank'>Hao Wang<sup>7</sup></a>&emsp; <a target='_blank'>Min Peng<sup>2*</sup></a>&emsp; <a target='_blank'>Sophia Ananiadou<sup>3</sup></a>&emsp; <a href='' target='_blank'>Jimin Huang<sup>1</sup></a> </div> <br /> <div align="left"> <sup>1</sup>The Fin AI&emsp; <sup>2</sup>Wuhan University&emsp; <sup>3</sup>The University of Manchester&emsp; <sup>4</sup>University of Florida&emsp; <sup>5</sup>Columbia University&emsp; <sup>6</sup>The Chinese University of Hong Kong, Shenzhen&emsp; <sup>7</sup>Sichuan University&emsp; <sup>8</sup>Yunnan University&emsp; <sup>9</sup>Stevens Institute of Technology&emsp; <sup>10</sup>Stony Brook University&emsp; <sup>11</sup>Nanjin Audit University&emsp; <sup>12</sup>Jiangxi Normal University&emsp; <sup>13</sup>Southwest Jiaotong University </div> <br /> <div align="left"> <img src='https://i.postimg.cc/CLtkBwz7/57-EDDD9-FB0-DF712-F3-AB627163-C2-1-EF15655-13-FCA.png' alt='Wuhan University Logo' height='50px'>&emsp; <img src='https://assets.manchester.ac.uk/corporate/images/design/logo-university-of-manchester.png' alt='Manchester University Logo' height='50px'>&emsp; <img src='https://i.postimg.cc/XY1s2RHD/University-of-Florida-Logo-1536x864.jpg' alt='University of Florida Logo' height='50px'>&emsp; <img src='https://admissions.ucr.edu/sites/default/files/styles/form_preview/public/2020-07/ucr-education-logo-columbia-university.png?itok=-0FD6Ma2' alt='Columbia University Logo' height='50px'>&emsp; <img src='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQeMTMkJVT6g36_LN-8qJ4nMvgT3vM5spUHV3ITRYbym1CEg4Af5Shlp5jX2sWtDFtTK9I&usqp=CAU' alt='HK University (shenzhen) Logo' height='50px'>&emsp; <img src='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcToJAAiyqxfFuwro5N9Um9TB5LDkiJNKF3hMMQp3pfC0A&s' alt='Sichuan University' height='50px'>&emsp; <img src='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRbx3AQWiMhxwOvFb7r1PH-h_i5-b3H9xsGVKnkQwbFlA&s' alt='Yunnan University' height='50px'>&emsp; <img src='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRS_o8HItSOTkg5M75N59D6V5u9qg7QYfBa_ITxdfEfwQ&s' alt='Stevens Insititute of Technology' height='50px'>&emsp; <img src='https://www.stonybrook.edu/sbu-brand/_images/2015/10/logo_stacked_vert.jpg' alt='Stony Brook University' height='50px'>&emsp; <img src='https://upload.wikimedia.org/wikipedia/en/9/9c/Nanjing_Audit_University_logo.png' alt='Nanjing Audit University' height='50px'>&emsp; <img src='https://upload.wikimedia.org/wikipedia/en/thumb/c/c5/Jiangxi_Normal_University.svg/1200px-Jiangxi_Normal_University.svg.png' alt='Jiangxi Normal University' height='50px'>&emsp; <img src='https://i.postimg.cc/k5WpYj0r/SWJTULogo.png' alt='Southwest Jiaotong University Logo' height='50px'>&emsp; </div>

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Pixiu Paper | FinBen Leaderboard

Disclaimer

This repository and its contents are provided for academic and educational purposes only. None of the material constitutes financial, legal, or investment advice. No warranties, express or implied, are offered regarding the accuracy, completeness, or utility of the content. The authors and contributors are not responsible for any errors, omissions, or any consequences arising from the use of the information herein. Users should exercise their own judgment and consult professionals before making any financial, legal, or investment decisions. The use of the software and information contained in this repository is entirely at the user's own risk.

By using or accessing the information in this repository, you agree to indemnify, defend, and hold harmless the authors, contributors, and any affiliated organizations or persons from any and all claims or damages.

📢 Update (Date: 09-22-2023)

🚀 We're thrilled to announce that our paper, "PIXIU: A Comprehensive Benchmark, Instruction Dataset and Large Language Model for Finance", has been accepted by NeurIPS 2023 Track Datasets and Benchmarks!

📢 Update (Date: 10-08-2023)

🌏 We're proud to share that the enhanced versions of FinBen, which now support both Chinese and Spanish!

📢 Update (Date: 02-20-2024)

🌏 We're delighted to share that our paper, "The FinBen: An Holistic Financial Benchmark for Large Language Models", is now available at FinBen.

📢 Update (Date: 05-02-2024)

🌏 We're pleased to invite you to attend the IJCAI2024-challenge, "Financial Challenges in Large Language Models - FinLLM", the starter-kit is available at Starter-kit.

Checkpoints:

Languages

Papers

Evaluations:

Sentiment Analysis

Classification

Knowledge Extraction

Number Understanding

Text Summarization

  • [ECTSUM (flare_ectsum)](https://huggingface.co/datasets/TheFin
View on GitHub
GitHub Stars839
CategoryDevelopment
Updated4d ago
Forks113

Languages

Jupyter Notebook

Security Score

100/100

Audited on Mar 24, 2026

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