A large-scale dataset with 2.8k financial reports for 8k Q&A pairs to study numerical reasoning with structured and unstructured evidence.
Financial experts from UpWork
2.7k Financial reports as evidence for 8k experts annotated Q&A pairs for numerical reasoning.
Fully-annotated reasoning programs & supporting facts.
Reasoning over financial reports.
@inproceedings{chen2021finqa,
title={FinQA: A Dataset of Numerical Reasoning over Financial Data},
author={Chen, Zhiyu and Chen, Wenhu and Smiley, Charese and Shah, Sameena and Borova, Iana and Langdon, Dylan and Moussa, Reema and Beane, Matt and Huang, Ting-Hao and Routledge, Bryan R and others},
booktitle={Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing},
pages={3697--3711},
year={2021}
}