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@@ -44,7 +44,7 @@ Finch focuses on **messy and long-horizon finance & accounting workflows** that
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  > data entry/import, structuring/formatting, web search, cross-sheet/file retrieval, calculation, financial modeling, validation, translation, visualization, and reporting.
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- The workflows are derived from real-world enterprise workspaces—primarily Enron and the EUSES Corpus—and further extended with more recent artifacts (e.g., from 2025) from investment and securities companies, the World Bank, Canadian and British government agencies, and other sources.
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  - Enterprise **email threads** where collaborators naturally describe, discuss, and track workflows
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  - Large and messy **spreadsheets** with multimodal artifacts including text, tables, formulas, charts, pivots, images, etc
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  - Interlinked **PDFs and documents** that provide additional business context
@@ -57,7 +57,7 @@ We adopt a three-step workflow labeling process:
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  <img src="figs/annotation.png" width="1000" />
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- This process yields **172 enterprise-grade workflows—primarily multi-task composite workflows**, involving 1,710 spreadsheets and 27 million cells, capturing the intrinsic **messy, long-horizon, knowledge-intensive, and collaborative nature** of real-world finance & accounting work. 92.4% of workflows involve multiple input and reference sheets, with an average of 8 sheets and a long tail reaching 91 spreadsheets. In this release, we provide full annotations for the 172 workflows, with the evaluation code to be released in a subsequent update.
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  <img src="figs/distribution_chart.png" width="1000" />
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  > data entry/import, structuring/formatting, web search, cross-sheet/file retrieval, calculation, financial modeling, validation, translation, visualization, and reporting.
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+ The workflows are derived from real-world enterprise workspaces—primarily Enron and the EUSES Corpus—and further extended with more recent artifacts (e.g., 2024 and 2025) from investment and securities companies, the World Bank, Canadian and British government agencies, and other sources.
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  - Enterprise **email threads** where collaborators naturally describe, discuss, and track workflows
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  - Large and messy **spreadsheets** with multimodal artifacts including text, tables, formulas, charts, pivots, images, etc
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  - Interlinked **PDFs and documents** that provide additional business context
 
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  <img src="figs/annotation.png" width="1000" />
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+ This process yields **172 enterprise-grade workflows—primarily multi-task composite workflows**, involving 1,710 spreadsheets and 27 million cells, capturing the intrinsic **messy, long-horizon, knowledge-intensive, and collaborative nature** of real-world finance & accounting work. 92.4% of workflows involve multiple input and reference sheets, with an average of 8 sheets and a long tail reaching 91 spreadsheets. In this release, we provide full annotations for the 172 workflows and the evaluation code.
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  <img src="figs/distribution_chart.png" width="1000" />
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