diff --git a/README.md b/README.md
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+++ b/README.md
@@ -12,7 +12,7 @@ A list of notebooks and articles related to large language models.
| Fine-tune Llama 2 in Google Colab | Fine-tune a Llama 2 model on an HF dataset and upload it to the HF Hub. | [Tweet](https://twitter.com/maximelabonne/status/1681791164083576833) | 
|
| Introduction to Weight Quantization | Large language model optimization using 8-bit quantization. | [Article](https://mlabonne.github.io/blog/posts/Introduction_to_Weight_Quantization.html) | |
| 4-bit LLM Quantization using GPTQ | Quantize your own open-source LLMs to run them on consumer hardware. | [Article](https://mlabonne.github.io/blog/4bit_quantization/) | |
-| Quantize Llama 2 models using ggml | Quantize Llama 2 models with ggml and upload it to the HF Hub. | [Tweet](https://twitter.com/maximelabonne/status/1696151994568741365) | |
+| Quantize Llama models with GGML and llama.cpp | Quantize Llama 2 models with llama.cpp and upload GGUF to the HF Hub. | [Article](https://mlabonne.github.io/blog/posts/Quantize_Llama_2_models_using_ggml.html) | |
## Roadmap