Update README.md

README.md

@@ -23,9 +23,9 @@ library_name: transformers
 
 <center><img src='https://i.imgur.com/0xFTuAX.png' width='450px'></center>
 
-# Pearl-3x7B, an xtraordinary Mixure of Experts (MoE) for data science
+# Pearl-3x7B, an xtraordinary Mixture of Experts (MoE) for data science
 
-Pearl-3x7B is a Mixure of Experts (MoE) made with the following models :
+Pearl-3x7B is a Mixture of Experts (MoE) made with the following models :
 * [dvilasuero/DistilabelBeagle14-7B](https://huggingface.co/dvilasuero/DistilabelBeagle14-7B)
 * [beowolx/CodeNinja-1.0-OpenChat-7B](https://huggingface.co/beowolx/CodeNinja-1.0-OpenChat-7B)
 * [WizardLM/WizardMath-7B-V1.1](https://huggingface.co/WizardLM/WizardMath-7B-V1.1)
@@ -134,7 +134,7 @@ If you use this code in your research, please use the following BibTeX entry.
 ```BibTeX
 @misc{louisbrulenaudet2023,
   author =       {Louis Brulé Naudet},
-  title =        {Pearl-3x7B, an xtraordinary Mixure of Experts (MoE) for data science},
+  title =        {Pearl-3x7B, an xtraordinary Mixture of Experts (MoE) for data science},
   year =         {2023}
   howpublished = {\url{https://huggingface.co/louisbrulenaudet/Pearl-3x7B}},
 }