README.md

---
pretty_name: FLARE-ES · EFP
license: other
license_name: public-source
language:
- es
task_categories:
- question-answering
size_categories:
- n<1K
source_datasets:
- extended
tags:
- finance
- benchmark
- thefinai
- flare-es
- flare
dataset_info:
  features:
  - name: 'query:'
    dtype: string
  - name: answer
    dtype: string
  - name: text
    dtype: string
  - name: choices
    sequence: string
  - name: gold
    dtype: int64
  - name: query
    dtype: string
  splits:
  - name: test
    num_bytes: 66200
    num_examples: 37
  download_size: 43563
  dataset_size: 66200
extra_gated_heading: Request access to FLARE-ES · EFP
extra_gated_description: This FLARE-ES 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 FLARE-ES 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
---

# FLARE-ES · EFP

📄 [Paper](https://arxiv.org/abs/2402.07405) · 🌐 [The Fin AI](https://thefin.ai)

> Part of **FLARE-ES** — *Dólares or Dollars? Unraveling the Bilingual Prowess of Financial LLMs Between Spanish and English* ([arXiv:2402.07405](https://arxiv.org/abs/2402.07405)).

| | |
|---|---|
| Task | question answering (exam questions) |
| Original dataset | EFP (https://efpa-eu.org/) |
| Evaluation metric | F1, Accuracy |
| Source license | Public |
| Language | es |

## Quick Start

```python
from datasets import load_dataset

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

## Example prompt

```text
Lea cuidadosamente las preguntas y respuestas, y elija la que considere apropiada entre las tres opciones A, B y C
Q:¿Cuáles son los objetivos que persigue la esterilización monetaria por parte del BCE en su última instrumentalización de política monetaria? I.   Aumentar la presión sobre el rendimiento del bono alemán. II.  Vender igual cantidad de bonos alemanes que la compra de bonos españoles. …
```

## Dataset Structure

| Split | Rows |
|---|---|
| `test` | 37 |

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

## License

The paper lists the original data as **publicly available** without a specific license (FLARE-ES paper, Tables 1-2); refer to the original source for its terms.

## Citation

Please cite FLARE-ES and the original dataset (EFP (https://efpa-eu.org/)):

```bibtex
@misc{zhang2024dolaresdollarsunravelingbilingual,
      title={D\'olares or Dollars? Unraveling the Bilingual Prowess of Financial LLMs Between Spanish and English},
      author={Xiao Zhang and Ruoyu Xiang and Chenhan Yuan and Duanyu Feng and Weiguang Han and Alejandro Lopez-Lira and Xiao-Yang Liu and Sophia Ananiadou and Min Peng and Jimin Huang and Qianqian Xie},
      year={2024},
      eprint={2402.07405},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2402.07405},
}
```