Update README.md

README.md

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 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://huggingface.co/papers/2512.13168 (https://arxiv.org/abs/2512.13168)
+* **Paper**: https://arxiv.org/abs/2512.13168
 
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@@ -55,7 +55,7 @@ We adopt a three-step workflow labeling process:
 
 <img src="figs/annotation.png" width="1000" />
 
-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.
+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 first 72 workflows, with the remaining 100 workflows and the evaluation code to be released in a subsequent update before February.
 
 <img src="figs/distribution_chart.png" width="1000" />
 
@@ -108,7 +108,7 @@ Each line corresponds to one **workflow-centric example**:
 }
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-Annotations of Finch should not appear in training corpora.
+Annotations of Finch should **NOT** appear in training corpora.
 
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