Sphinx warning for ROCm fixed (#5077) (#5082)

* Sphinx warning for DGL fixed

* Update dgl-compatibility.rst

removed benchmark line and updated link

---------

Co-authored-by: Pratik Basyal <prbasyal@amd.com>

docs/compatibility/ml-compatibility/dgl-compatibility.rst

@@ -42,16 +42,16 @@ GAT, GCN and GraphSage. Using these we can support a variety of use-cases such a
 - 1D (Temporal) and 2D (Image) Classification
 - Drug Discovery
 
-Refer to :doc:`ROCm DGL blog posts <https://rocm.blogs.amd.com/blog/tag/dgl.html>` 
-for examples and best practices to optimize your training workflows on AMD GPUs. 
+Multiple use cases of DGL have been tested and verified.
+However, a recommended example follows a drug discovery pipeline using the ``SE3Transformer``.
+Refer to the `AMD ROCm blog <https://rocm.blogs.amd.com/>`_, 
+where you can search for DGL examples and best practices to optimize your training workflows on AMD GPUs. 
 
 Coverage includes:
 
 - Single-GPU training/inference
 - Multi-GPU training
 
-Benchmarking details are included in the :doc:`Benchmarks` section.
-
 
 .. _dgl-docker-compat:
 
@@ -252,4 +252,4 @@ Unsupported functions
 * ``gather_mm_idx_b``
 * ``pgexplainer``
 * ``sample_labors_prob``
-* ``sample_labors_noprob``
+* ``sample_labors_noprob``