chg: [news] Minor improvemets.

Author: cedricbonhomme

content/news/2025-02-26-nlp-vulnerability-lookup.md

@@ -1,5 +1,5 @@
 ---
-title: "LLMs + Vulnerability-Lookup: What We’re Testing and Where We’re Headed"
+title: "LLMs + Vulnerability-Lookup: What We're Testing and Where We're Headed"
 slug: exploring-llm-in-vulnerability-lookup
 layout: news
 date: 2025-02-26
@@ -13,11 +13,11 @@ tags:
     - HuggingFace
 ---
 
-Everyone’s talking about AI, NLP and LLMs these days, and, to be honest, so are we!
+Everyone's talking about AI, NLP and LLMs these days, and, to be honest, so are we!
 
-Recently, we’ve been exploring how LLMs can help us make sense of the massive amount of vulnerability data we collect and improve vulnerability management—while always remembering that AI is just a tool, not a solution on its own!
+Recently, we've been exploring how LLMs can help us make sense of the massive amount of vulnerability data we collect and improve vulnerability management—while always remembering that AI is just a tool, not a solution on its own!
 
-The picture below gives a glimpse of what we’ve tested so far.
+The picture below gives a glimpse of what we've tested so far.
 
 [![Architecture of Our Current Experiments](/images/news/2025/02/2025-02-26-vulnerability-lookup-ai.png)](/images/news/2025/02/2025-02-26-vulnerability-lookup-ai.png)
 
@@ -61,7 +61,7 @@ This is a demo of our **text classification** model with a mapping on CVSS score
 It is a fine tuned model based on [distilbert-base-uncased](https://huggingface.co/distilbert/distilbert-base-uncased), trained with our hardware (2X GPUs NVIDIA L40).  
 We will test various BERT-based model, and of course [RoBERTa](https://arxiv.org/abs/1907.11692).
 
-If your interested in **text generation**, we've trained a larger model to assist in writing vulnerability descriptions, using [GPT-2](https://huggingface.co/openai-community/gpt2) as base.
+If you're interested in **text generation**, we've trained a larger model to assist in writing vulnerability descriptions, using [GPT-2](https://huggingface.co/openai-community/gpt2) as base.
 You can find it on Hugging Face, along with
 [usage information](https://huggingface.co/CIRCL/vulnerability-description-generation-gpt2).
 
@@ -71,9 +71,9 @@ For a real usage, we recommend running it locally with
 
 ## Contributions
 
-If you're interested in contributing with your ideas, join us in Luxembourg on April 8-9, 2025:
+Have ideas to share? Join us in Luxembourg on April 8-9, 2025, and be part of the conversation:
 
-👉 https://hackathon.lu/
+👉 https://hackathon.lu