diff --git a/docs/source/conceptual/tensor_parallelism.md b/docs/source/conceptual/tensor_parallelism.md
index 9ffcb913..13dcbd61 100644
--- a/docs/source/conceptual/tensor_parallelism.md
+++ b/docs/source/conceptual/tensor_parallelism.md
@@ -12,4 +12,4 @@ Tensor Parallelism only works for models officially supported, it will not work
 
 </Tip>
 
-You can learn more in-depth on tensor-parallelism from transformers docs in this [link](https://huggingface.co/docs/transformers/main/en/perf_train_gpu_many#tensor-parallelism).
+You can learn more in-depth about tensor-parallelism from `transformers` docs in this [link](https://huggingface.co/docs/transformers/main/en/perf_train_gpu_many#tensor-parallelism).