---
title: "Financial NLP datasets: datasets in recent research papers"
description: "Datasets in the category “Financial NLP datasets” were mentioned in 2 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #54 of the 58 data categories mentioned."
url: https://scholar4ai.com/datasets/financial-nlp-datasets
markdown_url: https://scholar4ai.com/datasets/financial-nlp-datasets.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "Datasets in the category “Financial NLP datasets” were mentioned in 2 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #54 of the 58 data categories mentioned."
data_url: https://scholar4ai.com/data/rankings.json
updated: 2026-10-26T14:52:47+09:00
window: 2026-09-27 to 2026-10-26
source: OpenAlex (CC0)
---

# Financial NLP datasets

Labelled financial texts used to train and test language models on finance.

- 1 papers in the last 7 days
- 2 of its 4 datasets mentioned

Back to the ranking: https://scholar4ai.com/rankings/datasets.md

## Key findings

- Datasets in the category “Financial NLP datasets” were mentioned in 2 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #54 of the 58 data categories mentioned.
- The most-mentioned were Financial PhraseBank (1) and FinQA / ConvFinQA / TAT-QA (1).
- By journal category: Operations Research (1) and AI (1).
- Most of them appeared in Annals of Operations Research (1) and Artificial Intelligence Review (1).

## Datasets

*Datasets in this category · 2026-09-27 – 2026-10-26 (30 days)*

| Dataset | Papers | Last 7 days | Names searched for |
|---|---:|---:|---|
| Financial PhraseBank | 1 | 1 | Financial PhraseBank, Financial Phrase Bank |
| FinQA / ConvFinQA / TAT-QA | 1 | 0 | FinQA, ConvFinQA, TAT-QA |
| FinanceBench | 0 | 0 | FinanceBench |
| FiQA | 0 | 0 | FiQA |

## Papers

*Papers mentioning these datasets, newest first.*

| Date | Title | Journal | Authors | Affiliations | Datasets mentioned |
|---|---|---|---|---|---|
| 2026-10-22 | [Cut the chit-chat: a new framework for the application of generative language models for portfolio construction](https://doi.org/10.1007/s10479-026-07418-0) | [Annals of Operations Research](https://scholar4ai.com/journals/annals-of-operations-research.md) | Francesco A. Fabozzi, Ionuţ Florescu | Stevens Institute of Technology | Financial PhraseBank |
| 2026-10-17 | [Language modeling on tabular data: a survey of foundations, techniques and evolution](https://doi.org/10.1007/s10462-026-11726-z) | [Artificial Intelligence Review](https://scholar4ai.com/journals/artificial-intelligence-review.md) | Yucheng Ruan, Xiang Lan, Jingying Ma et al. | National University of Singapore; Institute of Data Science | FinQA / ConvFinQA / TAT-QA |

## Cite this page

Scholar4AI. (2026). Financial NLP datasets. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/datasets/financial-nlp-datasets

```bibtex
@misc{scholar4ai-datasets-financial-nlp-datasets,
  author = {{Scholar4AI}},
  title = {Financial NLP datasets},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/financial-nlp-datasets}},
  urldate = {2026-10-26},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).