| --- |
| language: |
| - ru |
| license: cc-by-4.0 |
| size_categories: |
| - 10K<n<100K |
| task_categories: |
| - question-answering |
| - text-generation |
| pretty_name: RuFinQA |
| tags: |
| - russian |
| - finance |
| - financial-reports |
| - multi-task |
| - reasoning |
| - arithmetic |
| - factoid |
| - comparison |
| - analytical |
| - llm-evaluation |
| - benchmark |
| --- |
| |
| # 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 |
|
|
| ```python |
| from datasets import load_dataset |
| |
| dataset = load_dataset("arabovs-ai-lab/RuFinQA", split="train") |
| print(dataset[0]) |
| ``` |
|
|
| ### Example Record |
|
|
| ```json |
| { |
| "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: |
|
|
| ```bibtex |
| @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.* |
|
|
