| --- |
| pretty_name: ICE-PIXIU · NL2（新闻分类） |
| license: other |
| license_name: public-source |
| language: |
| - zh |
| task_categories: |
| - text-classification |
| size_categories: |
| - n<1K |
| source_datasets: |
| - extended |
| tags: |
| - finance |
| - benchmark |
| - thefinai |
| - ice-pixiu |
| - flare |
| extra_gated_heading: Request access to ICE-PIXIU · NL2（新闻分类） |
| extra_gated_description: This ICE-PIXIU task is released by The Fin AI for research. Access is granted automatically after you complete this short form. |
| extra_gated_button_content: Agree and access |
| extra_gated_prompt: By accessing this dataset you agree to the license of the original source (Public) and to cite the ICE-PIXIU paper and the original dataset in any resulting publication. |
| extra_gated_fields: |
| Full name: text |
| Affiliation: text |
| Country: country |
| Intended use: |
| type: select |
| options: |
| - Research |
| - Education |
| - Commercial evaluation |
| - Other |
| I agree to the terms above and will cite the papers: checkbox |
| --- |
| |
| # ICE-PIXIU · NL2（新闻分类） |
|
|
| 📄 [Paper](https://arxiv.org/abs/2403.06249) · 🌐 [The Fin AI](https://thefin.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](https://arxiv.org/abs/2403.06249)). |
|
|
| | | | |
| |---|---| |
| | Task | financial news classification (FinNC) | |
| | Original dataset | NL2 (news articles) | |
| | Source license | Public | |
| | Language | zh | |
|
|
| ## Quick Start |
|
|
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset("TheFinAI/zh-nl2", split="test") |
| print(ds[0]) |
| ``` |
|
|
| ## Example prompt |
|
|
| ```text |
| 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)): |
|
|
| ```bibtex |
| @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}, |
| } |
| ``` |
|
|
