Update README.md

README.md

@@ -50,16 +50,29 @@ configs:
 # MMSU: A Massive Multi-task Spoken Language Understanding and Reasoning Benchmark
 
 
-[![Paper](https://img.shields.io/badge/arxiv-%20PDF-red)](https://arxiv.org/pdf/2506.04779)
+[![Paper](https://img.shields.io/badge/arxiv-%20PDF-red)](https://arxiv.org/pdf/2506.04779) [![Project](https://img.shields.io/badge/Project-Page-green)](https://github.com/dingdongwang/MMSU_Bench)
+
 
 ![Pipeline](intro.png)
 
 ## Overview of MMSU:
 MMSU (Massive Multi-task Spoken Language Understanding and Reasoning Benchmark) is a comprehensive benchmark for evaluating fine-grained spoken language understanding and reasoning in multimodal models.
-The benchmark covers 47 sub-tasks spanning perception and reasoning across phonetics, prosody, semantics, sociolinguistics, and rhetoric. It contains 5,000 carefully constructed audio-question-answer pairs, with speech collected from diverse authentic recordings.
+
+The benchmark covers **47 sub-tasks** spanning perception and reasoning across phonetics, prosody, semantics, sociolinguistics, and rhetoric. It contains **5,000 carefully constructed audio-question-answer pairs**, with speech collected from diverse authentic recordings.
 
 ![Pipeline](benchmark.png)
 
+## Usage
+You can load the dataset via Hugging Face datasets:
+
+```
+from datasets import load_dataset
+ds = load_dataset("ddwang2000/MMSU")
+```
+
+For evaluation, please refer to [**GitHub Code**](https://github.com/dingdongwang/MMSU_Bench)
+
+
 ## Citation
 ```
 @article{wang2025mmsu,