ICE-PIXIU — Chinese financial evaluation
Collection
Chinese tasks of ICE-PIXIU (arXiv:2403.06249). • 18 items • Updated • 5
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ICE-PIXIU · NL2（新闻分类）
📄 Paper · 🌐 The Fin AI
Part of ICE-PIXIU — No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks (arXiv:2403.06249).
| Task | financial news classification (FinNC) |
| Original dataset | NL2 (news articles) |
| Source license | Public |
| Language | zh |
Quick Start
from datasets import load_dataset
ds = load_dataset("TheFinAI/zh-nl2", split="test")
print(ds[0])
Example prompt
请对下列的金融陈述进行分析，判断其所属的类别，你可以从['中国','外国','国际','公司','行业','大盘','经济','政策','政治','期货','债券','房地产','外汇','虚拟货币','新冠','能源']中选择两到三个，并将它们一同列出。要求使用”国际债券“的格式来回答。
Context: 开开实业：预计2021年净利润增加615万元-889万元，同比增加45%-65%；报告期内，公司共收到由公司控股股东上海开开（集团）有限公司转付的由上级政府部门下拨的政府补贴款1290万元。
Answer:
Dataset Structure
| Split | Rows |
|---|---|
test |
884 |
| 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 paper lists the original data as publicly available without a specific license (ICE-PIXIU paper, Table 1); refer to the original source for its terms.
Citation
Please cite ICE-PIXIU and the original dataset (NL2 (news articles)):
@misc{hu2024languageislandunifyingchinese,
title={No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks},
author={Gang Hu and Ke Qin and Chenhan Yuan and Min Peng and Alejandro Lopez-Lira and Benyou Wang and Sophia Ananiadou and Jimin Huang and Qianqian Xie},
year={2024},
eprint={2403.06249},
archivePrefix={arXiv},
primaryClass={cs.CE},
url={https://arxiv.org/abs/2403.06249},
}
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