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": "54",
3 "instruction_en": "Take the left-side raw pulp price data for BSCTMP, NBSK, and SBSK and add derived fields to calculate the correlations for BSCTMP vs. NBSK and BSCTMP vs. SBSK, identify the maximum and minimum values of Dollar difference and record the dates they occur, and report the standard deviation for each of BSCTMP, NBSK, and SBSK price series. Also calculates the annualized standard deviation (volatility) of the monthly log growth rates of BSCTMP, NBSK, SBSK, and present it in percentage terms to show relative volatility.",
4 "source_files": [
5 "54_src_0.xlsx"
6 ],
7 "source_files_urls": [
8 "https://huggingface.co/datasets/FinWorkBench/Finch/resolve/main/files/54/54_src_0.xlsx"
9 ],
10 "reference_outputs": {
11 "files": [
12 "54_ref_0.xlsx"
13 ],
14 "text": ""
15 },
16 "reference_file_urls": [
17 "https://huggingface.co/datasets/FinWorkBench/Finch/resolve/main/files/54/54_ref_0.xlsx"
18 ],
19 "task_type": "Calculation, Structuring / Formatting",
20 "business_type": "Predictive Modeling",
21 "task_constraints": "You will be given an Excel file as input. Please perform all required operations by modifying the existing workbook. You may add new sheets if necessary, but you must preserve all original sheets and their contents. Do not replace the workbook with a new file that contains only the results. Return the full updated workbook, including all original sheets plus any newly added sheets."
22}