diff --git a/v2.0-MIGRATION-GUIDE.md b/v2.0-MIGRATION-GUIDE.md
index 43feb2642f..ca8e428656 100644
--- a/v2.0-MIGRATION-GUIDE.md
+++ b/v2.0-MIGRATION-GUIDE.md
@@ -35,9 +35,8 @@ Several new packages have been introduced for PhysicsNeMo v2.0.  At a high level
    these layers, where appropriate.
 2. `physicsnemo.domain_parallel` contains the `ShardTensor` object and utilities.
 3. [TBD] `physicsnemo.diffusion`
-4. `physicsnemo.mesh` contains a GPU-accelerated mesh processing library for
-   simplicial meshes of any dimension, including discrete calculus, curvature
-   analysis, subdivision, repair, and visualization.
+4. `physicsnemo.mesh` contains GPU-accelerated mesh processing utilities for training dataset analysis, subdivision, and repair. It can handle
+   simplicial meshes of any dimension, including discrete calculus and curvature.
 5. `physicsnemo.datapipes` brings reusable and generic utilities to standardize
 GPU-centric data pipelines for SciML.
 
@@ -68,8 +67,7 @@ examples/minimal/datapipes to learn more.
 
 ## PhysicsNeMo Mesh
 
-PhysicsNeMo Mesh (`physicsnemo.mesh`) is a GPU-accelerated mesh processing
-library for meshes of any dimension - the same API handles 2D planar
+PhysicsNeMo Mesh (`physicsnemo.mesh`) is a set of GPU-accelerated mesh utilities for pre-processing meshes of any dimension - the same API handles 2D planar
 triangulations, 3D surface meshes, tetrahedral volume meshes, curve meshes,
 undirected graphs, and point clouds. The central object is a PyTorch
 `tensorclass`: