diff --git a/docs/markdown/CUDNN_API_supported_by_HIP.md b/docs/markdown/CUDNN_API_supported_by_HIP.md
index be0fd442fc..ba1eab75a9 100644
--- a/docs/markdown/CUDNN_API_supported_by_HIP.md
+++ b/docs/markdown/CUDNN_API_supported_by_HIP.md
@@ -2,8 +2,8 @@
 
 ## **1. CUDNN Data types**
 
-| **type**     |   **CUDA**                                                    |   **HIP**                                                  |
-|-------------:|---------------------------------------------------------------|------------------------------------------------------------|
+| **type**     |   **CUDA**                                                    |   **HIP**                                                  |**HIP value** (if differs) |
+|-------------:|---------------------------------------------------------------|------------------------------------------------------------|---------------------------|
 | define       |`CUDNN_VERSION`                                                |`HIPDNN_VERSION`                                            |
 | struct       |`cudnnContext`                                                 |                                                            |
 | struct*      |`cudnnHandle_t`                                                |`hipdnnHandle_t`                                            |
@@ -174,11 +174,11 @@
 |            1 |*`CUDNN_RNN_TANH`*                                             |*`HIPDNN_RNN_TANH`*                                         |
 |            2 |*`CUDNN_LSTM`*                                                 |*`HIPDNN_LSTM`*                                             |
 |            3 |*`CUDNN_GRU`*                                                  |*`HIPDNN_GRU`*                                              |
-| enum         |***`cudnnRNNBiasMode_t`***                                     |                                                            |
-|            0 |*`CUDNN_RNN_NO_BIAS`*                                          |                                                            |
-|            1 |*`CUDNN_RNN_SINGLE_INP_BIAS`*                                  |                                                            |
-|            2 |*`CUDNN_RNN_DOUBLE_BIAS`*                                      |                                                            |
-|            3 |*`CUDNN_RNN_SINGLE_REC_BIAS`*                                  |                                                            |
+| enum         |***`cudnnRNNBiasMode_t`***                                     |***`hipdnnRNNBiasMode_t`***                                 |
+|            0 |*`CUDNN_RNN_NO_BIAS`*                                          |*`HIPDNN_RNN_NO_BIAS`*                                      |
+|            1 |*`CUDNN_RNN_SINGLE_INP_BIAS`*                                  |*`HIPDNN_RNN_WITH_BIAS`*                                    |
+|            2 |*`CUDNN_RNN_DOUBLE_BIAS`*                                      |*`HIPDNN_RNN_WITH_BIAS`*                                    | 1                         |
+|            3 |*`CUDNN_RNN_SINGLE_REC_BIAS`*                                  |*`HIPDNN_RNN_WITH_BIAS`*                                    | 1                         |
 | enum         |***`cudnnDirectionMode_t`***                                   |***`hipdnnDirectionMode_t`***                               |
 |            0 |*`CUDNN_UNIDIRECTIONAL`*                                       |*`HIPDNN_UNIDIRECTIONAL`*                                   |
 |            1 |*`CUDNN_BIDIRECTIONAL`*                                        |*`HIPDNN_BIDIRECTIONAL`*                                    |
diff --git a/hipify-clang/src/CUDA2HIP_DNN_API_types.cpp b/hipify-clang/src/CUDA2HIP_DNN_API_types.cpp
index 431eaab72c..349e243082 100644
--- a/hipify-clang/src/CUDA2HIP_DNN_API_types.cpp
+++ b/hipify-clang/src/CUDA2HIP_DNN_API_types.cpp
@@ -151,11 +151,11 @@ const std::map<llvm::StringRef, hipCounter> CUDA_DNN_TYPE_NAME_MAP{
   {"CUDNN_RNN_TANH",                                      {"HIPDNN_RNN_TANH",                                      "", CONV_NUMERIC_LITERAL, API_DNN}},    // 1
   {"CUDNN_LSTM",                                          {"HIPDNN_LSTM",                                          "", CONV_NUMERIC_LITERAL, API_DNN}},    // 2
   {"CUDNN_GRU",                                           {"HIPDNN_GRU",                                           "", CONV_NUMERIC_LITERAL, API_DNN}},    // 3
-  {"cudnnRNNBiasMode_t",                                  {"hipdnnRNNBiasMode_t",                                  "", CONV_TYPE, API_DNN, HIP_UNSUPPORTED}},
-  {"CUDNN_RNN_NO_BIAS",                                   {"HIPDNN_RNN_NO_BIAS",                                   "", CONV_NUMERIC_LITERAL, API_DNN, HIP_UNSUPPORTED}},    // 0
-  {"CUDNN_RNN_SINGLE_INP_BIAS",                           {"HIPDNN_RNN_SINGLE_INP_BIAS",                           "", CONV_NUMERIC_LITERAL, API_DNN, HIP_UNSUPPORTED}},    // 1
-  {"CUDNN_RNN_DOUBLE_BIAS",                               {"HIPDNN_RNN_DOUBLE_BIAS",                               "", CONV_NUMERIC_LITERAL, API_DNN, HIP_UNSUPPORTED}},    // 2
-  {"CUDNN_RNN_SINGLE_REC_BIAS",                           {"HIPDNN_RNN_SINGLE_REC_BIAS",                           "", CONV_NUMERIC_LITERAL, API_DNN, HIP_UNSUPPORTED}},    // 3
+  {"cudnnRNNBiasMode_t",                                  {"hipdnnRNNBiasMode_t",                                  "", CONV_TYPE, API_DNN}},
+  {"CUDNN_RNN_NO_BIAS",                                   {"HIPDNN_RNN_NO_BIAS",                                   "", CONV_NUMERIC_LITERAL, API_DNN}},    // 0
+  {"CUDNN_RNN_SINGLE_INP_BIAS",                           {"HIPDNN_RNN_WITH_BIAS",                                 "", CONV_NUMERIC_LITERAL, API_DNN}},    // 1
+  {"CUDNN_RNN_DOUBLE_BIAS",                               {"HIPDNN_RNN_WITH_BIAS",                                 "", CONV_NUMERIC_LITERAL, API_DNN}},    // 1
+  {"CUDNN_RNN_SINGLE_REC_BIAS",                           {"HIPDNN_RNN_WITH_BIAS",                                 "", CONV_NUMERIC_LITERAL, API_DNN}},    // 1
   {"cudnnOpTensorOp_t",                                   {"hipdnnOpTensorOp_t",                                   "", CONV_TYPE, API_DNN}},
   {"CUDNN_OP_TENSOR_ADD",                                 {"HIPDNN_OP_TENSOR_ADD",                                 "", CONV_NUMERIC_LITERAL, API_DNN}},    // 0
   {"CUDNN_OP_TENSOR_MUL",                                 {"HIPDNN_OP_TENSOR_MUL",                                 "", CONV_NUMERIC_LITERAL, API_DNN}},    // 1