[Blog Post] change images in rl llm blog

[idanshen]

7ef97e6a-0ec0-48f3-9b31-ae4781257694_Export-b8a0fa12-bd01-434e-9d1b-02f8f2fba490.zip

Thanks for contributing to our lab's blog. Provide the following information so we can add your post to the blog. What you should bring is basically a "markdown" format, and all accompanied assets. Recommend working on your blog post with Notion.

Checklist

• [V] Did you provide a markdown version export from your Notion blog writing?
• [V] Did you provide all required metadata below that is required?

Meta Data

• Blog Title : Is RL Truly Pushing LLM Reasoning Beyond Its Base Capabilities?
• Publication Date : 7/14/2025
• Authors : Idan Shenfeld
• One-liner Summary : Reinforcement learning can boost existing responses in LLMs, but without extensive sampling, it struggles to generate truly novel reasoning behaviors beyond the base model.
• Thumbnail Image :

---

This template helps ensure all necessary information is provided for creating blog posts. Please fill out all relevant sections to help streamline the content creation process.