diff --git a/hpvm/test/dnn_benchmarks/README.md b/hpvm/test/dnn_benchmarks/README.md
index 26450028d2f348adfcab22b7e8eaa032c3f45757..85e812936a62aaf054cb1f48d1656de78755e34e 100644
--- a/hpvm/test/dnn_benchmarks/README.md
+++ b/hpvm/test/dnn_benchmarks/README.md
@@ -1,5 +1,4 @@
 
-
 # Build DNN benchmarks 
 
 Move to your HPVM build directory 
@@ -21,11 +20,11 @@ The ${BENCH} name should match the directory name of the respective benchmark un
 
 The benchmarks are built under: `/hpvm/hpvm/build/tools/hpvm/test/dnn_benchmarks/`
 
-Before running benchmarks set up CUDA/CuDNN paths using `hpvm/hpvm/setup_paths.sh` 
+Before running benchmarks set up CUDA/CuDNN paths using `hpvm/hpvm/set_paths.sh` 
 
 Modify the setup script to point to your local installations. 
 
-The accuracy of the benchmark is dumped to a file named `final_accuracy` 
+The accuracy of the benchmark (averaged across batches) is dumped to a file named `final_accuracy` 
 
 Ensure that this matches the accuracy of corresponding benchmarks here: https://gitlab.engr.illinois.edu/llvm/hpvm/-/tree/approx_hpvm_reorg/hpvm/projects/keras