English Evaluation Dataset
Collection
37 items • Updated • 10
Request access to FinBen · German (credit scoring)
This FinBen task is released by The Fin AI for research. Access is granted automatically after you complete this short form.
By accessing this dataset you agree to the license of the original source (CC BY 4.0) and to cite the FinBen paper and the original dataset in any resulting publication.
Log in or Sign Up to review the conditions and access this dataset content.
FinBen · German (credit scoring)
📄 Paper · 💻 Code · 🏆 Leaderboard · 🌐 The Fin AI
Part of FinBen — FinBen: A Holistic Financial Benchmark for Large Language Models (arXiv:2402.12659).
| Task | credit scoring |
| Original dataset | German (Hofmann, 1994) |
| Evaluation metric | F1, MCC |
| Source license | CC BY 4.0 |
| Language | en |
Quick Start
from datasets import load_dataset
ds = load_dataset("TheFinAI/en-german", split="test")
print(ds[0])
Example prompt
Assess the creditworthiness of a customer using the following table attributes for financial status. Respond with either 'good' or 'bad'. And the table attributes including 13 categorical attributes and 7 numerical attributes are as follows:
X1: Status of existing checking account (qualitative): A11: smaller than 0 DM, A12: bigger than 0 DM but smaller than 200 DM, A13: bigger than 200 DM OR sala…
Dataset Structure
| Split | Rows |
|---|---|
train |
700 |
test |
200 |
valid |
100 |
| Field | Description |
|---|---|
id |
Example id |
query |
Full instruction prompt given to the model |
answer |
Gold answer / label text |
choices |
Label space |
gold |
Index of the gold label in choices |
text |
Raw input text (without instruction) |
License
The original data is released under CC BY 4.0 (FinBen paper, Table 2).
Citation
Please cite FinBen and the original dataset (German (Hofmann, 1994)):
@misc{xie2024finbenholisticfinancialbenchmark,
title={FinBen: A Holistic Financial Benchmark for Large Language Models},
author={Qianqian Xie and Weiguang Han and Zhengyu Chen and Ruoyu Xiang and Xiao Zhang and Yueru He and Mengxi Xiao and Dong Li and Yongfu Dai and Duanyu Feng and Yijing Xu and Haoqiang Kang and Ziyan Kuang and Chenhan Yuan and Kailai Yang and Zheheng Luo and Tianlin Zhang and Zhiwei Liu and Guojun Xiong and Zhiyang Deng and Yuechen Jiang and Zhiyuan Yao and Haohang Li and Yangyang Yu and Gang Hu and Jiajia Huang and Xiao-Yang Liu and Alejandro Lopez-Lira and Benyou Wang and Yanzhao Lai and Hao Wang and Min Peng and Sophia Ananiadou and Jimin Huang},
year={2024},
eprint={2402.12659},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2402.12659},
}
- Downloads last month
- 110