README.md

---
pretty_name: ConvFinQA — reasoning-eval format
license: mit
language:
- en
task_categories:
- question-answering
tags:
- finance
- thefinai
- fino1
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
  - split: val
    path: data/val-*
  - split: test
    path: data/test-*
dataset_info:
  features:
  - name: id
    dtype: string
  - name: Open-ended Verifiable Question
    dtype: string
  - name: Ground-True Answer
    dtype: string
  splits:
  - name: train
    num_bytes: 52917604
    num_examples: 11104
  - name: val
    num_bytes: 6753302
    num_examples: 1490
  - name: test
    num_bytes: 6753302
    num_examples: 1490
  download_size: 12734127
  dataset_size: 66424208
extra_gated_heading: Request access to ConvFinQA — reasoning-eval format
extra_gated_description: ConvFinQA — reasoning-eval format 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 its license and to cite the Fino1 paper 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 paper: checkbox
---

# ConvFinQA — reasoning-eval format

📄 [Paper](https://arxiv.org/abs/2502.08127) · 💻 [Code](https://github.com/the-finai/fino1) · 🌐 [The Fin AI](https://thefin.ai)

> Used in **Fino1** — *Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance* ([arXiv:2502.08127](https://arxiv.org/abs/2502.08127)). Formerly `TheFinAI/CONVFINQA_test` (the old name redirects here).

ConvFinQA (Chen et al., 2022) in the verifiable-question format used in Fino1. FinBen format: [en-convfinqa](https://huggingface.co/datasets/TheFinAI/en-convfinqa). Query/answer copy of the 1,490 test items: [en-convfinqa-reasoning-test](https://huggingface.co/datasets/TheFinAI/en-convfinqa-reasoning-test). ConvFinQA is MIT-licensed.

| | |
|---|---|
| Task | multi-turn numerical QA |
| Language | en |
| License | mit |

## Quick Start

```python
from datasets import load_dataset

ds = load_dataset("TheFinAI/en-convfinqa-reasoning", split="test")
print(ds[0])
```

| Split | Rows |
|---|---|
| `train` | 11,104 |
| `val` | 1,490 |
| `test` | 1,490 |

Columns: `id`, `Open-ended Verifiable Question`, `Ground-True Answer`

## Citation

```bibtex
@misc{qian2025fino1transferabilityreasoningenhancedllms,
      title={Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance}, 
      author={Lingfei Qian and Weipeng Zhou and Yan Wang and Xueqing Peng and Han Yi and Yilun Zhao and Jimin Huang and Qianqian Xie and Jian-yun Nie},
      year={2025},
      eprint={2502.08127},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2502.08127}, 
}
```