RuFinQA — A Massive Multi-Task Reasoning Benchmark for Russian Financial Report Understanding

RuFinQA is a large-scale multi-task benchmark designed to evaluate the ability of language models to understand and reason over Russian statutory financial reports (Balance Sheet, Income Statement, Cash Flow Statement).

It contains 36,330 question–answer pairs across 5 task types, automatically derived from real-world corporate accounting statements obtained from open government data sources.

📊 Task Types

Type	Count	Share
factoid	12,255	33.7%
arithmetic	12,021	33.1%
comparison	4,085	11.2%
analytical	4,059	11.2%
multistep	3,910	10.8%

📝 Data Structure

Each record is a JSON object with the following fields:

Field	Type	Description
id	string	Unique identifier (e.g., arith_COMP_0001_2025_roa)
type	string	Task type: arithmetic, factoid, comparison, analytical, multistep
question	string	Natural-language question in Russian
context	dict	Structured financial data needed to answer the question
answer	string	Gold reference answer
numeric_answer	float (optional)	Exact numeric answer for arithmetic tasks
tolerance	float (optional)	Acceptable deviation for numeric evaluation
exact_match	string (optional)	Canonical string for factoid evaluation
keywords	list (optional)	Required keywords for comparison, analytical, multistep

🚀 Usage

Loading with 🤗 Datasets

from datasets import load_dataset

dataset = load_dataset("arabovs-ai-lab/RuFinQA", split="train")
print(dataset[0])

Example Record

{
  "id": "arith_COMP_0001_2025_roa",
  "type": "arithmetic",
  "question": "Рассчитай рентабельность активов (ROA) для компании ИНН COMP_0001 за 2025 год.",
  "context": {
    "inn": "COMP_0001",
    "year": 2025,
    "bal_1600": 633.696,
    "inc_2400": 44.691
  },
  "answer": "ROA = 44.7 / 633.7 = 0.0705 (7.05%)",
  "numeric_answer": 0.0705,
  "tolerance": 0.001
}

📄 License

This dataset is released under the CC BY 4.0 license.

📚 Citation

If you use RuFinQA, please cite:

@misc{rufinqa2025,
  author = {Arabov Mullosharaf Kurbonovich},
  title = {RuFinQA: A Massive Multi-Task Reasoning Benchmark for Russian Financial Report Understanding},
  year = {2025},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/RusNLPWorld/RuFinQA}
}

---

Built for the multilingual financial NLP community.