README.md

---
pretty_name: ICE-PIXIU · FE（金融情感分析）
license: other
license_name: public-source
language:
- zh
task_categories:
- text-classification
size_categories:
- 1K<n<10K
source_datasets:
- extended
tags:
- finance
- benchmark
- thefinai
- ice-pixiu
- flare
extra_gated_heading: Request access to ICE-PIXIU · FE（金融情感分析）
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 · FE（金融情感分析）

📄 [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 sentiment analysis (FinSA) |
| Original dataset | FE (social texts) |
| Source license | Public |
| Language | zh |

## Quick Start

```python
from datasets import load_dataset

ds = load_dataset("TheFinAI/zh-fe", split="test")
print(ds[0])
```

## Example prompt

```text
这是从金融新闻中提取的一段声明，检查其中的情绪，指出它是积极，消极，还是中性的。只需给出"积极"、"中性"或"消极"。
Text: 试仓500股，看看门道！
Answer:
```

## Dataset Structure

| Split | Rows |
|---|---|
| `test` | 2,020 |

| Field | Description |
|---|---|
| `query` | Full instruction prompt given to the model |
| `text` | Raw input text (without instruction) |
| `id` | Example id |
| `answer` | Gold answer / label text |
| `gold` | Index of the gold label in `choices` |
| `choices` | Label space |

## 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 (FE (social texts)):

```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},
}
```