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@@ -60,6 +60,8 @@ We adopt a three-step workflow labeling process:
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  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.
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  ## 📁 Dataset Structure
 
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  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.
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+ Experiment results show that even frontier agents solve fewer than 30% of the workflows, revealing a substantial performance gap for real-world enterprise scenarios.
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  ## 📁 Dataset Structure