Update README.md

README.md

@@ -50,11 +50,11 @@ The workflows are derived from **real-world enterprise workspaces** (Enron and v
 
 We adopt a three-step workflow labeling process:
 
-1. **Inducing workflow types** rom real collaborative enterprise email threads and their attachments.  
+1. **Inducing workflow types** from real collaborative context in enterprise email threads.  
 2. **Deriving concrete workflow instances** by analyzing changes across spreadsheet versions.  
 3. **Conductin meticulous expert annotation** of task instructions, input files, and reference  outputs, involving hundreds of hours of expert work.
 
-This process yields **172 enterprise-grade workflows—primarily multi-task composite** — each with carefully written instructions and aligned input/reference files, capturing the intrinsic **compositionality, messiness, and multimodality** 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** — each with carefully written instructions and aligned input/reference files, capturing the intrinsic **compositionality, messiness, multimodality, and collaboration** 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.
 
 Experiment results show that even frontier agents solve fewer than 30% of the workflows, revealing a substantial performance gap for real-world enterprise scenarios.