By accessing this dataset you agree to the license of the original source (Public) and to cite the FinBen paper and the original dataset in any resulting publication.

FinBen · EDTSum (long-context, instruction-formatted)

📄 Paper · 💻 Code · 🏆 Leaderboard · 🌐 The Fin AI

Part of FinBen — FinBen: A Holistic Financial Benchmark for Large Language Models (arXiv:2402.12659).

Long-context, instruction-formatted variant of flare-edtsum in FinBen.


Task	text summarization
Original dataset	EDTSum (introduced in FinBen)
Evaluation metric	ROUGE, BERTScore, BARTScore
Source license	Public
Language	en

Quick Start

from datasets import load_dataset

ds = load_dataset("TheFinAI/en-edtsum-long-instruction", split="train")
print(ds[0])

Example prompt

Prepared Remarks:
Operator

Greetings. Welcome to ABM Industries Fourth Quarter 2020 Earnings Call. [Operator Instructions] Please note, this conference is being recorded.

I will now turn the conference over to Susie Kim, Vice President of Investor Relations and Treasurer. Thank you. You may begin.

10 stocks we like better than Abm Industries
When our award-winning analyst team has a stock tip, …

Dataset Structure

Split	Rows
`train`	192

Field	Description
`text`	Raw input text (without instruction)
`title`
`query`	Full instruction prompt given to the model
`answer`	Gold answer / label text
`entries`

License

The paper lists the original data as publicly available without a specific license (FinBen paper, Table 2); refer to the original source for its terms.

Citation

Please cite FinBen and the original dataset (EDTSum (introduced in FinBen)):

@misc{xie2024finbenholisticfinancialbenchmark,
      title={FinBen: A Holistic Financial Benchmark for Large Language Models},
      author={Qianqian Xie and Weiguang Han and Zhengyu Chen and Ruoyu Xiang and Xiao Zhang and Yueru He and Mengxi Xiao and Dong Li and Yongfu Dai and Duanyu Feng and Yijing Xu and Haoqiang Kang and Ziyan Kuang and Chenhan Yuan and Kailai Yang and Zheheng Luo and Tianlin Zhang and Zhiwei Liu and Guojun Xiong and Zhiyang Deng and Yuechen Jiang and Zhiyuan Yao and Haohang Li and Yangyang Yu and Gang Hu and Jiajia Huang and Xiao-Yang Liu and Alejandro Lopez-Lira and Benyou Wang and Yanzhao Lai and Hao Wang and Min Peng and Sophia Ananiadou and Jimin Huang},
      year={2024},
      eprint={2402.12659},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2402.12659},
}

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Paper for TheFinAI/en-edtsum-long-instruction

The FinBen: An Holistic Financial Benchmark for Large Language Models

Paper • 2402.12659 • Published Feb 20, 2024 • 24