FinWorkBench/Finch
Finch (FinWorkBench): Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows This repository contains the dataset for Finch, an enterprise-grade benchmark for evaluating an agent’s ability to work like a skilled finance & accounting expert (work IQ) on real-world professional workflows. Paper: https://arxiv.org/abs/2512.13168 Evaluation Code: https://github.com/FinWorkBench/Finch 🍻 Updates 2026-4-6: FinWorkBench is accepted to ACL… See the full description on the dataset page: https://huggingface.co/datasets/FinWorkBench/Finch.
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1{
2 "id": "6",
3 "instruction_en": "Please write a structured economic analysis report based on the table data I provide.\nRequirements:\n\nBase the analysis only on the table content; do not introduce external knowledge.\n\nIdentify trends, changes, turning points, and fluctuation patterns during crisis periods in the data.\n\nAnalyze relationships between different indicators, such as the connection between time periods and specific indicator changes, or whether certain event years exhibit significant volatility.\n\nIntegrate your findings into a formal economic report–style narrative and include clear visual charts, for example:\n\n“During the period of xxx, we observe that...”\n\n“The data indicate that the institution exhibits...”\n\nThe report must include:\n\nA summary of trends\n\nCharacteristics of special years\n\nInferred economic behavior patterns\n\nThe report should be no more than 300 words.",
4 "source_files": [
5 "6_src_0.xlsx"
6 ],
7 "source_files_urls": [
8 "https://huggingface.co/datasets/FinWorkBench/Finch/resolve/main/files/6/6_src_0.xlsx"
9 ],
10 "reference_outputs": {
11 "files": [
12 "6_ref_0.xlsx"
13 ],
14 "text": "Figure 1.4 shows that, for low- and middle-income countries over 1971–2023, new World Bank lending (IBRD and IDA, including IDA grants) tends to rise as a share of GNI when GNI growth declines. During major downturns – such as the 2008–09 financial crisis and the COVID-19 pandemic – the ratio of IBRD and IDA lending (and IDA grants) to GNI increases noticeably even as economic growth turns sharply negative. This pattern, which recurs around several episodes of weak growth and external shocks, indicates that World Bank lending has played a countercyclical and stabilizing role, expanding in periods of stress to help cushion dramatic drops in economic activity in eligible low- and middle-income economies."
15 },
16 "reference_file_urls": [
17 "https://huggingface.co/datasets/FinWorkBench/Finch/resolve/main/files/6/6_ref_0.xlsx"
18 ],
19 "task_type": "Calculation, Summary / Visualization",
20 "business_type": "Report",
21 "task_constraints": ""
22}