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README.md

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 # Finch: 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 professionel 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 
 
@@ -51,11 +51,11 @@ We adopt a three-step workflow labeling process:
 
 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).  
 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.  
-3. **Conductin meticulous expert annotation** of task instructions, input files, and reference outputs, involving hundreds of hours of expert work.
+3. **Conducting meticulous expert annotation** of task instructions, input files, and reference outputs, involving hundreds of hours of expert work.
 
 <img src="figs/annotation.png" width="1000" />
 
-This process yields **172 enterprise-grade workflows—primarily multi-task composite**, 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. In this release, we provide full annotations for the first 72 workflows, with the remaining 100 to be released in a subsequent update.
+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. In this release, we provide full annotations for the first 72 workflows, with the remaining 100 to be released in a subsequent update.
 
 <img src="figs/distribution_chart.jpeg" width="1000" />