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  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.
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- * **Paper**: https://arxiv.org/abs/2512.13168
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  ---
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  We adopt a three-step workflow labeling process:
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  1. **Inducing workflow types and instances** from real collaborative context in **enterprise email threads** ([Enron Corpus](https://en.wikipedia.org/wiki/Enron_Corpus): 500,000 emails from 150 executives and employees).
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- 2. **Deriving concrete workflow instances** by analyzing changes across **spreadsheet versions** (15,000 versioned spreadsheets from Enron and [EUSES](https://dl.acm.org/doi/10.1145/1082983.1083242)) and designing workflows based on high-quality artifacts from investment and securities companies, World Bank, Canadian/British government agencies, WideSearch, Dabstep, and more.
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  3. **Conducting meticulous expert annotation** of task instructions, input files, and reference outputs, involving hundreds of hours of expert work.
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  <img src="figs/annotation.png" width="1000" />
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  If you find any issues with the dataset or have suggestions, please open a discussion in the **Community** tab — we value your feedback!
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- ## 📣 Citation
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  ```bibtex
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  @article{dong2025finch,
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  title={Finch: Benchmarking Finance \& Accounting across Spreadsheet-Centric Enterprise Workflows},
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  }
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  ```
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- **📧 Contact:** finworkbench@gmail.com
 
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  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.
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+ * **Paper**: https://huggingface.co/papers/2512.13168 (https://arxiv.org/abs/2512.13168)
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  ---
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  We adopt a three-step workflow labeling process:
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  1. **Inducing workflow types and instances** from real collaborative context in **enterprise email threads** ([Enron Corpus](https://en.wikipedia.org/wiki/Enron_Corpus): 500,000 emails from 150 executives and employees).
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+ 2. **Deriving concrete workflow instances** by analyzing changes across **spreadsheet versions** (15,000 versioned spreadsheet files from Enron and [EUSES](https://dl.acm.org/doi/10.1145/1082983.1083242)) and designing workflows based on high-quality artifacts from investment and securities companies, World Bank, Canadian/British government agencies, WideSearch, Dabstep, and more.
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  3. **Conducting meticulous expert annotation** of task instructions, input files, and reference outputs, involving hundreds of hours of expert work.
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  <img src="figs/annotation.png" width="1000" />
 
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  If you find any issues with the dataset or have suggestions, please open a discussion in the **Community** tab — we value your feedback!
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+ ## Citation
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  ```bibtex
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  @article{dong2025finch,
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  title={Finch: Benchmarking Finance \& Accounting across Spreadsheet-Centric Enterprise Workflows},
 
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  }
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  ```
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+ **📧 Contact:** donghaoyu82@gmail.com