diff --git a/benchmark/README.md b/benchmark/README.md
index 3577883..07fe0d0 100644
--- a/benchmark/README.md
+++ b/benchmark/README.md
@@ -11,7 +11,7 @@ cd SentEval/data/downstream
 
 2. Run test script
 ```bash
-python transformers_test.py MODEL_NAME
+python evaluate.py MODEL_NAME
 ```
 
 ## QPS Test
@@ -30,4 +30,4 @@ python qps_test --model paraphrase-albert-small-v2 --pipe --onnx --triton --num
 - `--onnx`: optional, on/off flag to enable qps test for onnx
 - `--triton`: optional, on/off flag to enable qps for triton (please make sure that triton client is ready)
 - `--num`: optional, integer, defaults to 100, batch size in each loop (10 loops in total)
-- `--device`: optional, int, defaults to -1, cuda index or use cpu when -1
\ No newline at end of file
+- `--device`: optional, int, defaults to -1, cuda index or use cpu when -1
diff --git a/benchmark/evaluate.py b/benchmark/evaluate.py
index d9489a0..1e280d6 100644
--- a/benchmark/evaluate.py
+++ b/benchmark/evaluate.py
@@ -6,8 +6,7 @@
 #
 
 """
-Clone GenSen repo here: https://github.com/Maluuba/gensen.git
-And follow instructions for loading the model used in batcher
+Clone repo here: https://github.com/facebookresearch/SentEval.git
 """
 
 from __future__ import absolute_import, division, unicode_literals