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  # Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows
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- This repository contains the dataset for **Finch**, an enterprise-grade benchmark for evaluating an agent’s ability to act like a skilled finance & accounting expert on real-world workflows.
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  * **Paper**: _to be added_
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  * **Project Page**: https://huggingface.co/datasets/FinWorkBench/Finch
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  This process yields **172 enterprise-grade workflows—primarily multi-task composite**, involving 1,710 spreadsheets and 27 million cells, capturing the intrinsic **compositional, messy, multimodal, and collaborative nature** of real-world finance & accounting work. In this release, we provide full annotations for the first 72 workflows, with the remaining 100 to be released in a subsequent update.
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- Experiment results show that even frontier agents (GPT 5.1 Pro and Claude Sonnet 4.5 Pro) solve fewer than 30% of the workflows, revealing a substantial performance gap for real-world enterprise scenarios.
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  # Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows
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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 professionel workflows.
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  * **Paper**: _to be added_
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  * **Project Page**: https://huggingface.co/datasets/FinWorkBench/Finch
 
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  This process yields **172 enterprise-grade workflows—primarily multi-task composite**, involving 1,710 spreadsheets and 27 million cells, capturing the intrinsic **compositional, messy, multimodal, and collaborative nature** of real-world finance & accounting work. In this release, we provide full annotations for the first 72 workflows, with the remaining 100 to be released in a subsequent update.
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+ Experiment results show that even frontier agents (GPT 5.1 Pro and Claude Sonnet 4.5 Pro) solve fewer than 40% of the workflows, revealing a substantial performance gap for real-world enterprise scenarios.
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