Update README.md

README.md

@@ -5,13 +5,16 @@ language:
 tags:
 - cybersecurity
 ---
+# SecureBERT+
 This model represents an improved version of the [SecureBERT](https://huggingface.co/ehsanaghaei/SecureBERT) model, trained on a corpus eight times larger than its predecessor, leveraging the computational power of 8xA100 GPUs. This version, known as SecureBERT+, brings forth an average improvment of 9% in the performance of the Masked Language Model (MLM) task. This advancement signifies a substantial stride towards achieving heightened proficiency in language understanding and representation learning within the cybersecurity domain.
 
 
 SecureBERT is a domain-specific language model based on RoBERTa which is trained on a huge amount of cybersecurity data and fine-tuned/tweaked to understand/represent cybersecurity textual data.
 
+## Dataset
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6340b0bd77fd972573eb2f9b/pO-v6961YI1D0IPcm0027.png)
 
-Related cybersecurity language models:
+Other model variants:
 
 [SecureGPT](https://huggingface.co/ehsanaghaei/SecureGPT)