Update README.md

README.md

@@ -1,21 +1,23 @@
----
-license: other
-license_name: govtech-singapore
-license_link: LICENSE
----
-
-# LionGuard
-
-LionGuard is a classifier for detecting unsafe content in the Singapore context. It uses pre-trained BAAI English embeddings and performs classification with a trained Ridge Classification model. 
-
-# Usage
-
-1. Install `transformers` , `onnxruntime` and `huggingface_hub` libraries. 
-```
-pip install transformers onnxruntime huggingface_hub
-```
-
-2. Run inference.
-```
-python inference.py '["Example text 1"]'
-```
+---
+license: other
+license_name: govtech-singapore
+license_link: LICENSE
+---
+
+# LionGuard
+
+LionGuard is a classifier for detecting unsafe content in the Singapore context. It uses pre-trained BAAI English embeddings and performs classification with a trained Ridge Classification model. 
+
+# Usage
+
+1. Install `transformers` , `onnxruntime` and `huggingface_hub` libraries. 
+```
+pip install transformers onnxruntime huggingface_hub
+```
+
+2. Run inference.
+```
+python inference.py '["Example text 1"]'
+```
+
+Technical report is available [here](https://arxiv.org/abs/2407.10995).