diff --git a/src/transformers/benchmark/benchmark_utils.py b/src/transformers/benchmark/benchmark_utils.py
index 99a76bd7f9a..9b64dd53087 100644
--- a/src/transformers/benchmark/benchmark_utils.py
+++ b/src/transformers/benchmark/benchmark_utils.py
@@ -310,7 +310,7 @@ def start_memory_tracing(
     gpus_to_trace: Optional[List[int]] = None,
 ) -> MemoryTrace:
     """ Setup line-by-line tracing to record rss mem (RAM) at each line of a module or sub-module.
-        See `../../../examples/benchmarking/` for usage examples.
+        See `./benchmark.py` for usage examples.
         Current memory consumption is returned using psutil and in particular is the RSS memory
             "Resident Set Size” (the non-swapped physical memory the process is using).
             See https://psutil.readthedocs.io/en/latest/#psutil.Process.memory_info