diff --git a/README.md b/README.md
index 5c4f75e..279fe7b 100644
--- a/README.md
+++ b/README.md
@@ -23,10 +23,8 @@ If you use KrylovPreconditioners.jl in your work, please cite using the format g
 
 The best sidekick of [Krylov.jl](https://github.com/JuliaSmoothOptimizers/Krylov.jl) └(^o^ )Ｘ( ^o^)┘
 
-Boosting Performance with KrylovPreconditioners.jl
-
-Voici les corrections :
+## Content
 
 To further enhance the performance of [Krylov.jl](https://github.com/JuliaSmoothOptimizers/Krylov.jl), especially on GPUs, we recommend using `KrylovPreconditioners.jl`.
 This package provides a variety of preconditioning strategies that can significantly improve convergence rates for Krylov solvers, making them even more efficient for large-scale problems.
-It also contains operators to perform multiple sparse matrix-dense vector products, as well as triangular solves, more efficiently on various GPUs.
+It also contains operators to boost the performance of sparse matrix-dense vector products and sparse triangular solves on different GPUs.