diff --git a/tests/kernels/quantization/test_awq_triton.py b/tests/kernels/quantization/test_awq_triton.py
index 96797e85b..935449564 100644
--- a/tests/kernels/quantization/test_awq_triton.py
+++ b/tests/kernels/quantization/test_awq_triton.py
@@ -2,7 +2,7 @@
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 """Tests for the AWQ Triton kernel.
 
-Run `pytest tests/kernels/test_awq_triton.py`.
+Run `pytest tests/kernels/quantization/test_awq_triton.py`.
 """
 import pytest
 import torch
diff --git a/tests/kernels/quantization/test_cutlass_2of4_sparse.py b/tests/kernels/quantization/test_cutlass_2of4_sparse.py
index 878f66647..ae61b3b3a 100644
--- a/tests/kernels/quantization/test_cutlass_2of4_sparse.py
+++ b/tests/kernels/quantization/test_cutlass_2of4_sparse.py
@@ -2,7 +2,7 @@
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 """Tests for sparse cutlass kernels
 
-Run `pytest tests/kernels/test_semi_structured.py`.
+Run `pytest tests/kernels/quantization/test_cutlass_2of4_sparse.py`.
 """
 
 import pytest
diff --git a/tests/kernels/quantization/test_cutlass_scaled_mm.py b/tests/kernels/quantization/test_cutlass_scaled_mm.py
index a15decdf6..65320509e 100644
--- a/tests/kernels/quantization/test_cutlass_scaled_mm.py
+++ b/tests/kernels/quantization/test_cutlass_scaled_mm.py
@@ -2,7 +2,7 @@
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 """Tests for cutlass kernels
 
-Run `pytest tests/kernels/test_cutlass.py`.
+Run `pytest tests/kernels/quantization/test_cutlass_scaled_mm.py`.
 """
 import random
 
diff --git a/tests/kernels/quantization/test_cutlass_w4a8.py b/tests/kernels/quantization/test_cutlass_w4a8.py
index 7832f8179..f659408ef 100644
--- a/tests/kernels/quantization/test_cutlass_w4a8.py
+++ b/tests/kernels/quantization/test_cutlass_w4a8.py
@@ -2,7 +2,7 @@
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 """Tests for the CUTLASS W4A8 kernel.
 
-Run `pytest tests/kernels/test_cutlass_w4a8.py`.
+Run `pytest tests/kernels/quantization/test_cutlass_w4a8.py`.
 """
 
 from dataclasses import dataclass
diff --git a/tests/kernels/quantization/test_machete_mm.py b/tests/kernels/quantization/test_machete_mm.py
index 0e09661c9..50584f3f8 100644
--- a/tests/kernels/quantization/test_machete_mm.py
+++ b/tests/kernels/quantization/test_machete_mm.py
@@ -2,7 +2,7 @@
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 """Tests for the machete kernel.
 
-Run `pytest tests/kernels/test_machete_mm.py`.
+Run `pytest tests/kernels/quantization/test_machete_mm.py`.
 """
 
 import math
diff --git a/tests/kernels/quantization/test_marlin_gemm.py b/tests/kernels/quantization/test_marlin_gemm.py
index ad077e0b9..0be020085 100644
--- a/tests/kernels/quantization/test_marlin_gemm.py
+++ b/tests/kernels/quantization/test_marlin_gemm.py
@@ -2,7 +2,7 @@
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 """Tests for the marlin kernel.
 
-Run `pytest tests/kernels/marlin/test_marlin_gemm.py`.
+Run `pytest tests/kernels/quantization/test_marlin_gemm.py`.
 """
 import pytest
 import torch
diff --git a/tests/kernels/quantization/test_triton_scaled_mm.py b/tests/kernels/quantization/test_triton_scaled_mm.py
index 24245663f..d8cfb5710 100644
--- a/tests/kernels/quantization/test_triton_scaled_mm.py
+++ b/tests/kernels/quantization/test_triton_scaled_mm.py
@@ -2,7 +2,7 @@
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 """Tests for the triton_scaled_mm kernel
 
-Run `pytest tests/kernels/test_triton_scaled_mm.py`.
+Run `pytest tests/kernels/quantization/test_triton_scaled_mm.py`.
 """
 import importlib
 from typing import Optional