diff --git a/README.md b/README.md
index 9cba60e755..19e0d89a88 100644
--- a/README.md
+++ b/README.md
@@ -52,10 +52,11 @@ LitGPT has 🤯 **custom, from-scratch implementations** of [20+ LLMs](tutorials
 
 | Model | Model size | Author | Reference |
 |----|----|----|----|
-| Llama 3 | 8B, 70B | Meta AI | [Meta AI 2024](https://github.com/meta-llama/llama3)                                                                     |
-| Llama 2 | 7B, 13B, 70B | Meta AI | [Touvron et al. 2023](https://arxiv.org/abs/2307.09288)                                                                      |
+| Llama 3 | 8B, 70B | Meta AI | [Meta AI 2024](https://github.com/meta-llama/llama3) |
+| Llama 2 | 7B, 13B, 70B | Meta AI | [Touvron et al. 2023](https://arxiv.org/abs/2307.09288) |
 | Code Llama | 7B, 13B, 34B, 70B | Meta AI | [Rozière et al. 2023](https://arxiv.org/abs/2308.12950) |
-| Mistral | 7B | Mistral AI | [Mistral website](https://mistral.ai/)                                                                                       |
+| Mixtral MoE | 8x7B | Mistral AI | [Mistral AI 2023](https://mistral.ai/news/mixtral-of-experts/)                                                                      |
+| Mistral | 7B | Mistral AI | [Mistral AI 2023](https://mistral.ai/news/announcing-mistral-7b/)                                                                         |
 | CodeGemma | 7B | Google | [Google Team, Google Deepmind](https://ai.google.dev/gemma/docs/codegemma) |
 | ... | ... | ... | ...   |
 
@@ -78,7 +79,8 @@ LitGPT has 🤯 **custom, from-scratch implementations** of [20+ LLMs](tutorials
 | Llama 2 | 7B, 13B, 70B | Meta AI | [Touvron et al. 2023](https://arxiv.org/abs/2307.09288)                                                                      |
 | Llama 3 | 8B, 70B | Meta AI | [Meta AI 2024](https://github.com/meta-llama/llama3)                                                                     |
 | LongChat | 7B, 13B | LMSYS | [LongChat Team 2023](https://lmsys.org/blog/2023-06-29-longchat/)                                                            |
-| Mistral | 7B | Mistral AI | [Mistral website](https://mistral.ai/)                                                                                       |
+| Mixtral MoE | 8x7B | Mistral AI | [Mistral AI 2023](https://mistral.ai/news/mixtral-of-experts/)                                                                      |
+| Mistral | 7B | Mistral AI | [Mistral AI 2023](https://mistral.ai/news/announcing-mistral-7b/)                                                                         |
 | Nous-Hermes | 7B, 13B, 70B | NousResearch | [Org page](https://huggingface.co/NousResearch)                                                                              |
 | OpenLLaMA | 3B, 7B, 13B | OpenLM Research | [Geng & Liu 2023](https://github.com/openlm-research/open_llama)                                                             |
 | Phi | 1.3B, 2.7B | Microsoft Research  | [Li et al. 2023](https://arxiv.org/abs/2309.05463)                                                                           |