FinTagging — XBRL tagging
Collection
FinTagging (arXiv:2505.20650): FinNI and FinCL evaluation sets, v1 and v2. • 10 items • Updated
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FinTagging FinCL eval (v2)
📄 Paper · 🤗 Collection · 💻 Code · 🌐 The Fin AI
Part of FinTagging — FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information (arXiv:2505.20650). Formerly
TheFinAI/FinCL-eval-v2(the old name redirects here).
Latest evaluation set for FinCL: link an extracted entity to the correct concept in the US-GAAP taxonomy. Supersedes en-fincl-eval (52,572 rows).
| Task | FinCL — financial concept linking |
| License | CC BY 4.0 |
| Language | en |
Quick Start
from datasets import load_dataset
ds = load_dataset("TheFinAI/en-fincl-eval-v2", split="test")
print(ds[0])
Dataset Structure
| Split | Rows |
|---|---|
test |
261,457 |
| Field | Description |
|---|---|
context |
Context |
category |
Concept category |
entity |
Extracted entity |
entity_type |
Entity type |
query |
Instruction prompt |
answer |
Gold US-GAAP concept |
Citation
@misc{wang2026fintaggingbenchmarkingllmsextracting,
title={FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information},
author={Yan Wang and Lingfei Qian and Xueqing Peng and Yang Ren and Keyi Wang and Yi Han and Dongji Feng and Fengran Mo and Shengyuan Lin and Qinchuan Zhang and Kaiwen He and Chenri Luo and Jianxing Chen and Junwei Wu and Chen Xu and Ziyang Xu and Jimin Huang and Guojun Xiong and Xiao-Yang Liu and Qianqian Xie and Jian-Yun Nie},
year={2026},
eprint={2505.20650},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2505.20650},
}
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