diff --git a/src/frontends/tensorflow/src/frontend.cpp b/src/frontends/tensorflow/src/frontend.cpp
index f63037414f3..06944d27e8e 100644
--- a/src/frontends/tensorflow/src/frontend.cpp
+++ b/src/frontends/tensorflow/src/frontend.cpp
@@ -108,6 +108,10 @@ void FrontEnd::translate_graph(const ov::frontend::InputModel::Ptr& model,
         // prepare a list of OV node inputs for each node
         ov::OutputVector ng_inputs;
         for (size_t input_port_idx = 0; input_port_idx < operation_decoder->get_input_size(); ++input_port_idx) {
+            // TODO: Implement more general approach. Skipping Constants that have input edges
+            if (operation_decoder->get_op_type() == "Const") {
+                break;
+            }
             std::string producer_name;
             size_t producer_port_idx;
             try {
@@ -143,7 +147,7 @@ void FrontEnd::translate_graph(const ov::frontend::InputModel::Ptr& model,
                 ng_inputs.push_back(input_outputs_vector.at(producer_port_idx));
             } else {
                 FRONT_END_GENERAL_CHECK(false,
-                                        "No input is found for node \"" + operation_name + "\" by port" +
+                                        "No input is found for node \"" + operation_name + "\" by port " +
                                             std::to_string(producer_port_idx));
             }
         }