Add dataset card, link to paper (#1)

- Add dataset card, link to paper (ab6656fa53901ee093419da558bc4a8b06ecea74)


Co-authored-by: Niels Rogge <[email protected]>

README.md

@@ -1,12 +1,24 @@
+---
+task_categories:
+- question-answering
+license: mit
+language:
+- en
+tags:
+- physics
+---
+
 # PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning
+
+[\[Project Page]](https://dxzxy12138.github.io/PhysReason)
+[\[📝Paper\]](https://huggingface.co/papers/2502.12054) 
+
 ## Currently we only open PhysReason-mini Benchmark
 ## Overview
 
 PhysReason is a comprehensive physics-based reasoning benchmark consisting of 1,200 physics problems spanning multiple domains, with a focus on both knowledge-based (25%) and reasoning-based (75%) questions.
 <div align="center">
 
-[\[📝Paper\]](https://huggingface.co/papers/2502.12054) 
-
 </div>
 ## Key Features
 
@@ -30,7 +42,7 @@ PhysReason is a comprehensive physics-based reasoning benchmark consisting of 1,
 
 - ## Benchmark Comparison
 
-  | Benchmark      | Multi-modal | Size | Knowledge | Question Type | Question Avg. T | Step-by-step | Solution Avg. T | Solution Avg. S |
+  | Benchmark      | Multi-modal | Size | Knowledge | Question Type | Avg. T | Step-by-step | Avg. T | Avg. S |
   | -------------- | ----------- | ---- | --------- | ------------- | ------ | ------------ | ------ | ------ |
   | JEEBench       | ❌           | 123  | CEE       | OE,MC         | 169.7  | -            | -      | -      |
   | MMLU-Pro       | ❌           | 1299 | COL       | MC            | 52.1   | -            | -      | -      |