Update README.md

README.md

@@ -1,13 +1,9 @@
 ---
 license: cc-by-3.0
-task_categories:
-- text-generation
-language:
-- en
 tags:
-- multimodal
 - agent
 - workflow
+- multimodal
 - spreadsheet
 - pdf
 - image
@@ -31,7 +27,7 @@ configs:
 
 ![Finch cover figure](figs/finch_workflow.jpeg)
 
-# Finch: Benchmarking Finance & Accounting Workflows across Spreadsheet-Centric Enterprise Artifacts
+# Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows
 
 This repository contains the dataset for **Finch**, an enterprise-level benchmark for evaluating an agent’s ability to act like a skilled finance & accounting expert on real-world workflows.
 
@@ -54,11 +50,11 @@ The workflows are derived from **real-world enterprise workspaces** (Enron and v
 
 We adopt a three-step workflow labeling process:
 
-1. **Summarizing workflow types** supported by real collaborative enterprise email threads.  
-2. **Deriving concrete workflow instances** from versioned spreadsheets and related files using LLMs.  
-3. **Meticulous expert annotation** of instructions and reference outputs, involving hundreds of hours of expert work.
+1. **Inducing workflow types** rom real collaborative enterprise email threads and their attachments.  
+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 **complexity, 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, 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.
 
 Experiment results show that even frontier agents solve fewer than 30% of the workflows, revealing a substantial performance gap for real-world enterprise scenarios.