Update README.md

README.md

@@ -8,7 +8,7 @@ tags:
 
 
 # Description 
-`btherien/mulo` is a leared optimizer meta-training im μ-parameterization. It corresponds to the $\mu$LO$_M$ optinzer of [μLO: Compute-Efficient Meta-Generalization of Learned Optimizers](https://arxiv.org/abs/2406.00153). Due to being meta-train in $\mu$P, $\mu$LO$_M$ has strong meta-generalization capabilities (abilitize to optimizer unseen tasks), despite its relatively short and inexpensive meta-training distirbution.
+`btherien/mulo` is a learned optimizer meta-trained in μ-parameterization. It corresponds to the μLO_M optimizer from [μLO: Compute-Efficient Meta-Generalization of Learned Optimizers](https://arxiv.org/abs/2406.00153). Due to being meta-trained in μP, μLO_M has strong meta-generalization capabilities (i.e., the ability to optimize unseen tasks), despite its relatively short and inexpensive meta-training distribution.
 ### Learned optimizer meta training and architectural details 
 | **Field**                     | **Value**                                                                 |
 |------------------------------|---------------------------------------------------------------------------|