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FLARE-ES · EFP

📄 Paper · 🌐 The Fin AI

Part of FLARE-ES — Dólares or Dollars? Unraveling the Bilingual Prowess of Financial LLMs Between Spanish and English (arXiv: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

from datasets import load_dataset

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

Example prompt

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/)):

@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},
}
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