diff --git a/sql-plugin/src/main/scala/com/nvidia/spark/rapids/literals.scala b/sql-plugin/src/main/scala/com/nvidia/spark/rapids/literals.scala
index fc6566dc222..cb2e2101f41 100644
--- a/sql-plugin/src/main/scala/com/nvidia/spark/rapids/literals.scala
+++ b/sql-plugin/src/main/scala/com/nvidia/spark/rapids/literals.scala
@@ -280,10 +280,26 @@ object GpuScalar extends Logging {
         s" for LongType, expecting Long, or Int.")
     }
     case DoubleType => v match {
-        case d: Double => Scalar.fromDouble(d)
-        case f: Float => Scalar.fromDouble(f.toDouble)
-        case _ => throw new IllegalArgumentException(s"'$v: ${v.getClass}' is not supported" +
-          s" for DoubleType, expecting Double or Float.")
+      case d: Double =>
+        // cuDF Scalar.fromDouble normalizes -0.0 to 0.0 (see #14116).
+        if (JDouble.doubleToRawLongBits(d) == JDouble.doubleToRawLongBits(-0.0d)) {
+          withResource(ColumnVector.fromDoubles(d)) { cv =>
+            cv.getScalarElement(0)
+          }
+        } else {
+          Scalar.fromDouble(d)
+        }
+      case f: Float =>
+        val d = f.toDouble
+        if (JDouble.doubleToRawLongBits(d) == JDouble.doubleToRawLongBits(-0.0d)) {
+          withResource(ColumnVector.fromDoubles(d)) { cv =>
+            cv.getScalarElement(0)
+          }
+        } else {
+          Scalar.fromDouble(d)
+        }
+      case _ => throw new IllegalArgumentException(s"'$v: ${v.getClass}' is not supported" +
+        s" for DoubleType, expecting Double or Float.")
     }
     case TimestampType => v match {
       // Usually the timestamp will be used by the `add/sub` operators for date/time related
@@ -314,7 +330,15 @@ object GpuScalar extends Logging {
         s" for DateType, expecting Int or LocalDate")
     }
     case FloatType => v match {
-      case f: Float => Scalar.fromFloat(f)
+      case f: Float =>
+        // cuDF Scalar.fromFloat normalizes -0.0f to 0.0f (see #14116).
+        if (JFloat.floatToRawIntBits(f) == JFloat.floatToRawIntBits(-0.0f)) {
+          withResource(ColumnVector.fromFloats(f)) { cv =>
+            cv.getScalarElement(0)
+          }
+        } else {
+          Scalar.fromFloat(f)
+        }
       case _ => throw new IllegalArgumentException(s"'$v: ${v.getClass}' is not supported" +
         s" for FloatType, expecting Float.")
     }
diff --git a/tests/src/test/spark330/scala/org/apache/spark/sql/rapids/utils/RapidsTestSettings.scala b/tests/src/test/spark330/scala/org/apache/spark/sql/rapids/utils/RapidsTestSettings.scala
index 085d823d383..2cf300092bf 100644
--- a/tests/src/test/spark330/scala/org/apache/spark/sql/rapids/utils/RapidsTestSettings.scala
+++ b/tests/src/test/spark330/scala/org/apache/spark/sql/rapids/utils/RapidsTestSettings.scala
@@ -226,7 +226,6 @@ class RapidsTestSettings extends BackendTestSettings {
     .exclude("SPARK-17515: CollectLimit.execute() should perform per-partition limits", KNOWN_ISSUE("https://github.com/NVIDIA/spark-rapids/issues/14109"))
     .exclude("SPARK-19650: An action on a Command should not trigger a Spark job", KNOWN_ISSUE("https://github.com/NVIDIA/spark-rapids/issues/14110"))
     .exclude("SPARK-31594: Do not display the seed of rand/randn with no argument in output schema", ADJUST_UT("Replaced by testRapids version with a correct regex expression to match the projectExplainOutput, randn isn't supported now. See https://github.com/NVIDIA/spark-rapids/issues/11613"))
-    .exclude("normalize special floating numbers in subquery", KNOWN_ISSUE("https://github.com/NVIDIA/spark-rapids/issues/14116"))
     .exclude("SPARK-33677: LikeSimplification should be skipped if pattern contains any escapeChar", KNOWN_ISSUE("https://github.com/NVIDIA/spark-rapids/issues/14117"))
     .exclude("SPARK-33593: Vector reader got incorrect data with binary partition value", KNOWN_ISSUE("https://github.com/NVIDIA/spark-rapids/issues/14118"))
     .exclude("SPARK-33084: Add jar support Ivy URI in SQL -- jar contains udf class", ADJUST_UT("Replaced by testRapids version that uses testFile() to access Spark test resources instead of getContextClassLoader"))