diff --git a/README.md b/README.md
index 86c134585d..74c5e8afac 100644
--- a/README.md
+++ b/README.md
@@ -23,7 +23,7 @@ Notebooks are beginner friendly. Read our [guide](https://docs.unsloth.ai/get-st
 | Unsloth supports | Free Notebooks | Performance | Memory use |
 |-----------|---------|--------|----------|
 | **Qwen3 (14B)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B)-Reasoning-Conversational.ipynb)               | 2x faster | 70% less |
-| **Llama 3.2 (3B): GRPO**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Advanced_Llama3_1_(3B)_GRPO_LoRA.ipynb)               | 2x faster | 80% less |
+| **Qwen3 (4B): GRPO**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)-GRPO.ipynb)               | 2x faster | 80% less |
 | **Gemma 3 (4B)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B).ipynb)               | 1.6x faster | 60% less |
 | **Llama 3.2 (3B)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B_and_3B)-Conversational.ipynb)               | 2x faster | 70% less |
 | **Phi-4 (14B)** | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4-Conversational.ipynb)               | 2x faster | 70% less |