Update README.md

README.md

@@ -24,4 +24,42 @@ configs:
   data_files:
   - split: test
     path: data/test-*
+task_categories:
+- text-classification
+license: cc-by-4.0
+language:
+- en
+papers:
+- title: >-
+    FinAuditing: Taxonomy-Grounded Financial Auditing Benchmark for Evaluating
+    Large Language Models
+  authors:
+  - Yan Wang
+  - Keyi Wang
+  - Shanshan Yang
+  - Jaisal Patel
+  - Jeff Zhao
+  - Fengran Mo
+  - Xueqing Peng
+  - Lingfei Qian
+  - Jimin Huang
+  - Guojun Xiong
+  - Xiao-Yang Liu
+  - Jian-Yun Nie
+  url: https://arxiv.org/abs/2510.08886
+  conference: arXiv preprint, 2025
+tags:
+- finance
+- auditing
+- xbrl
+- gaap
+- llm
+- benchmark
+- financial-reasoning
 ---
+
+# 🧾 FinAuditing Benchmark
+
+This dataset is introduced in the paper  
+**[FinAuditing: Taxonomy-Grounded Financial Auditing Benchmark for Evaluating Large Language Models](https://arxiv.org/abs/2510.08886)**  
+by Yan Wang, Keyi Wang, Shanshan Yang, Jaisal Patel, Jeff Zhao, Fengran Mo, Xueqing Peng, Lingfei Qian, Jimin Huang, Guojun Xiong, Xiao-Yang Liu, and Jian-Yun Nie (2025).