Chinese Evaluation Datasets
Collection
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Request access to ICE-PIXIU · StockB（金融情感分析）
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ICE-PIXIU · StockB（金融情感分析）
📄 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 sentiment analysis (FinSA) |
| Original dataset | StockB (social texts) |
| Source license | Apache-2.0 |
| Language | zh |
Quick Start
from datasets import load_dataset
ds = load_dataset("TheFinAI/zh-stockb", split="test")
print(ds[0])
Example prompt
现在有一段话是从一篇有关金融领域的新闻中所摘录，需要你分辨该金融语句所表达的情感，你只需要回答"积极"、"中性"或"消极"。
Text:600830:香溢融通2015年第三季度季报
Dataset Structure
| Split | Rows |
|---|---|
test |
1,962 |
| Field | Description |
|---|---|
query |
Full instruction prompt given to the model |
id |
Example id |
text |
Raw input text (without instruction) |
choices |
Label space |
answer |
Gold answer / label text |
gold |
Index of the gold label in choices |
License
The original data is released under Apache-2.0 (ICE-PIXIU paper, Table 1).
Citation
Please cite ICE-PIXIU and the original dataset (StockB (social texts)):
@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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