Add links to paper and code

README.md

@@ -1,52 +1,52 @@
 ---
-license: apache-2.0
-pretty_name: SA-BENCH
 language:
-  - en
-task_categories:
-  - image-classification
+- en
+license: apache-2.0
 size_categories:
-  - 10K<n<100K
+- 10K<n<100K
+task_categories:
+- image-classification
+pretty_name: SA-BENCH
 tags:
-  - image
-  - image-quality-assessment
-  - aesthetics
-  - spatial-aesthetics
-  - interior-design
-  - benchmark
+- image
+- image-quality-assessment
+- aesthetics
+- spatial-aesthetics
+- interior-design
+- benchmark
 configs:
-  - config_name: distortion
-    data_files:
-      - split: train
-        path: annotations/distortion_2k_train.csv
-      - split: test
-        path: annotations/distortion_2k_test.csv
-      - split: full
-        path: annotations/distortion_2k_full.csv
-  - config_name: harmony
-    data_files:
-      - split: train
-        path: annotations/harmony_7k_train.csv
-      - split: test
-        path: annotations/harmony_7k_test.csv
-      - split: full
-        path: annotations/harmony_7k_full.csv
-  - config_name: layout
-    data_files:
-      - split: train
-        path: annotations/layout_6k_train.csv
-      - split: test
-        path: annotations/layout_6k_test.csv
-      - split: full
-        path: annotations/layout_6k_full.csv
-  - config_name: lighting
-    data_files:
-      - split: train
-        path: annotations/lighting_3k_train.csv
-      - split: test
-        path: annotations/lighting_3k_test.csv
-      - split: full
-        path: annotations/lighting_3k_full.csv
+- config_name: distortion
+  data_files:
+  - split: train
+    path: annotations/distortion_2k_train.csv
+  - split: test
+    path: annotations/distortion_2k_test.csv
+  - split: full
+    path: annotations/distortion_2k_full.csv
+- config_name: harmony
+  data_files:
+  - split: train
+    path: annotations/harmony_7k_train.csv
+  - split: test
+    path: annotations/harmony_7k_test.csv
+  - split: full
+    path: annotations/harmony_7k_full.csv
+- config_name: layout
+  data_files:
+  - split: train
+    path: annotations/layout_6k_train.csv
+  - split: test
+    path: annotations/layout_6k_test.csv
+  - split: full
+    path: annotations/layout_6k_full.csv
+- config_name: lighting
+  data_files:
+  - split: train
+    path: annotations/lighting_3k_train.csv
+  - split: test
+    path: annotations/lighting_3k_test.csv
+  - split: full
+    path: annotations/lighting_3k_full.csv
 ---
 
 # SA-BENCH
@@ -76,8 +76,8 @@ SA-BENCH is designed for image quality and aesthetic assessment of interior scen
 ### Dataset Sources
 
 - Repository: this Hugging Face dataset repository
-- Associated paper: **Beyond Pixels: Benchmarking and Reward-Based Assessing Framework for Visual Spatial Aesthetics**
-- Code and model release: SA-IQA
+- Associated paper: [Beyond Pixels: Benchmarking and Reward-Based Assessing Framework for Visual Spatial Aesthetics](https://huggingface.co/papers/2512.05098)
+- Code and model release: [SA-IQA](https://github.com/AlibabaResearch/SA-IQA)
 
 ## Dataset Structure
 
@@ -173,4 +173,4 @@ If you use SA-BENCH, please cite:
   booktitle={CVPR 2025 Workshop},
   year={2025}
 }
-```
+```