diff --git a/paddle/fluid/platform/enforce.h b/paddle/fluid/platform/enforce.h
index c63ea3fa8573b8a7fd739931869c8f53259d8a77..52be0c805bbd2a68481a6cdbfef0de42b1a946f5 100644
--- a/paddle/fluid/platform/enforce.h
+++ b/paddle/fluid/platform/enforce.h
@@ -270,12 +270,14 @@ inline std::string SimplifyDemangleStr(std::string str) {
   return str;
 }
 
-inline std::string GetCurrentTraceBackString() {
+inline std::string GetCurrentTraceBackString(bool for_signal = false) {
   std::ostringstream sout;
 
-  sout << "\n\n--------------------------------------\n";
-  sout << "C++ Traceback (most recent call last):";
-  sout << "\n--------------------------------------\n";
+  if (!for_signal) {
+    sout << "\n\n--------------------------------------\n";
+    sout << "C++ Traceback (most recent call last):";
+    sout << "\n--------------------------------------\n";
+  }
 #if !defined(_WIN32) && !defined(PADDLE_WITH_MUSL)
   static constexpr int TRACE_STACK_LIMIT = 100;
 
@@ -284,7 +286,12 @@ inline std::string GetCurrentTraceBackString() {
   auto symbols = backtrace_symbols(call_stack, size);
   Dl_info info;
   int idx = 0;
-  for (int i = size - 1; i >= 0; --i) {
+  // `for_signal` used to remove the stack trace introduced by
+  // obtaining the error stack trace when the signal error occurred,
+  // that is not related to the signal error self, remove it to
+  // avoid misleading users and developers
+  int end_idx = for_signal ? 2 : 0;
+  for (int i = size - 1; i >= end_idx; --i) {
     if (dladdr(call_stack[i], &info) && info.dli_sname) {
       auto demangled = demangle(info.dli_sname);
       std::string path(info.dli_fname);
diff --git a/paddle/fluid/platform/init.cc b/paddle/fluid/platform/init.cc
index 2e0ba9d241c72b2ec0e99f54b2241ba11fcc8590..3ee5a57860104508f041e4ed823ded3befe35ca1 100644
--- a/paddle/fluid/platform/init.cc
+++ b/paddle/fluid/platform/init.cc
@@ -294,7 +294,17 @@ void SignalHandle(const char *data, int size) {
       // Here does not throw an exception,
       // otherwise it will casue "terminate called recursively"
       std::ostringstream sout;
-      sout << platform::GetCurrentTraceBackString();
+      sout << "\n\n--------------------------------------\n";
+      sout << "C++ Traceback (most recent call last):";
+      sout << "\n--------------------------------------\n";
+      auto traceback = platform::GetCurrentTraceBackString(/*for_signal=*/true);
+      if (traceback.empty()) {
+        sout
+            << "No stack trace in paddle, may be caused by external reasons.\n";
+      } else {
+        sout << traceback;
+      }
+
       sout << "\n----------------------\nError Message "
               "Summary:\n----------------------\n";
       sout << platform::errors::Fatal(