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FinBen · Headlines
📄 Paper · 💻 Code · 🏆 Leaderboard · 🌐 The Fin AI
Part of FinBen — FinBen: A Holistic Financial Benchmark for Large Language Models (arXiv:2402.12659).
| Task | news headline classification |
| Original dataset | Headlines (Sinha and Khandait, 2021) |
| Evaluation metric | Avg F1 |
| Source license | CC BY-SA 3.0 |
| Language | en |
Quick Start
from datasets import load_dataset
ds = load_dataset("TheFinAI/en-headlines", split="test")
print(ds[0])
Example prompt
Consider whether the headline mentions the price of gold.. Is there a Price or Not in the gold commodity market indicated in the news headline? Please answer Yes or No.
Text: Trading partners unlikely to take India’s gold import curbs lightly
Answer:
Dataset Structure
| Split | Rows |
|---|---|
train |
71,892 |
test |
20,547 |
valid |
10,269 |
| 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 |
label_type |
License
The original data is released under CC BY-SA 3.0 (FinBen paper, Table 2).
Citation
Please cite FinBen and the original dataset (Headlines (Sinha and Khandait, 2021)):
@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},
}
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