Update README.md

README.md

@@ -2,6 +2,13 @@
 license: cc-by-4.0
 ---
 # UAL Bench Datasets
-We introduce UAL-Bench, a comprehensive benchmark for unusual activity localization, featuring three video datasets: UAG-OOPS, UAG-SSBD, UAG-FunQA, and an instruction-tune dataset: OOPS-UAG-Instruct,
-[git_repo](https://github.com/Hasnat79/UAL_Bench)
+[![arXiv](https://img.shields.io/badge/arXiv-2312.14494-b31b1b.svg)](https://arxiv.org/abs/2410.01180)
+We introduce UAL-Bench, a comprehensive benchmark for unusual activity localization, featuring three video datasets: UAG-OOPS, UAG-SSBD, UAG-FunQA, and an instruction-tune dataset: OOPS-UAG-Instruct.
 ## Usage
+- Go to Files and versions
+- download the tar file
+- untar the file. For example: 
+```bash
+tar -xvf uag_oops.tar
+```
+- Follow the [project repository](https://github.com/Hasnat79/UAL_Bench) for more details including loading the data in your project, implementing VLM-LLM approach etc.