diff --git a/hpvm/benchmarks/dnn_benchmarks/README.rst b/hpvm/benchmarks/dnn_benchmarks/README.rst
index ddecea700b5395c5a7065ab80a071dca27c0bd76..50b764e577c6be85f888a810811d438fcaabd440 100644
--- a/hpvm/benchmarks/dnn_benchmarks/README.rst
+++ b/hpvm/benchmarks/dnn_benchmarks/README.rst
@@ -4,10 +4,10 @@ DNN Benchmarks
 Directory Organization
 ----------------------
 
-* ``dnn_benchmarks/keras`` contains these DNNs implemented in Keras,
+* ``keras`` contains these DNNs implemented in Keras,
   and code for generating them down to HPVM-C (testing Keras frontend).
 
-* ``dnn_benchmarks/pytorch`` contains these DNNs in PyTorch
+* ``pytorch`` contains these DNNs in PyTorch
   and code for generating them down to HPVM-C (testing PyTorch/ONNX frontend).
 
   * ``./dnn`` is a local package with these 10 DNNs implemented in PyTorch as examples.
@@ -18,5 +18,5 @@ Directory Organization
   * ``./test_{profiling|tuning}`` contains tests on performing profiling/tuning
     on frontend-generated binary.
 
-* ``dnn_benchmarks/tensor-rt-src`` contains these DNNs directly implemented in `tensor_runtime`
+* ``tensor-rt-src`` contains these DNNs directly implemented in `tensor_runtime`
   functions. These are for reference purpose only and not actively used in the HPVM system or testing.
\ No newline at end of file