Update README.md

README.md

@@ -27,6 +27,7 @@ tags:
 - **Model type:** Language model
 - **Language(s) (NLP):** English
 - **License:** Apache 2.0
+- **Playground:** [SafeSQL-v1-Demo](https://huggingface.co/spaces/deathsaber93/SafeSQL-v1-Demo)
 
 
 ## Overview
@@ -54,6 +55,15 @@ available [here](dataset/benchmark.csv). The data was curated from the following
 823/823 ━━━━━━━━━━━━━━━━━━━━ 99s 120ms/step - AUPR: 0.9979 - f1_score: 0.5782 - fn: 64.0947 - fp: 8.2500 - loss: 0.0236 - precision: 0.9987 - recall: 0.9889 - val_AUPR: 0.9970 - val_f1_score: 0.5775 - val_fn: 34.0000 - val_fp: 4.0000 - val_loss: 0.0298 - val_precision: 0.9985 - val_recall: 0.9873 - learning_rate: 7.0911e-04
 ```
 
+#### Benchmark Results
+
+Total SQLs: 30919
+Total Negatives: 11382
+Total Positives: 19537
+Total hits: 30844/30919 with accuracy of 99.76%.
+False Negatives: 69(0.61%)       
+False Positives: 6(0.03%)
+
 #### Training Data
 
 1. https://www.kaggle.com/datasets/gambleryu/biggest-sql-injection-dataset/data