diff --git a/cpp/velox/substrait/SubstraitToVeloxPlan.cc b/cpp/velox/substrait/SubstraitToVeloxPlan.cc
index a9db5d031ec8..d36401cbe2ca 100644
--- a/cpp/velox/substrait/SubstraitToVeloxPlan.cc
+++ b/cpp/velox/substrait/SubstraitToVeloxPlan.cc
@@ -1639,24 +1639,36 @@ void SubstraitToVeloxPlanConverter::createNotEqualFilter(
   using NativeType = typename RangeTraits<KIND>::NativeType;
   using RangeType = typename RangeTraits<KIND>::RangeType;
   // Value > lower
-  std::unique_ptr<FilterType> lowerFilter = std::make_unique<RangeType>(
-      notVariant.value<NativeType>(), /*lower*/
-      false, /*lowerUnbounded*/
-      true, /*lowerExclusive*/
-      getMax<NativeType>(), /*upper*/
-      true, /*upperUnbounded*/
-      false, /*upperExclusive*/
-      nullAllowed); /*nullAllowed*/
+  std::unique_ptr<FilterType> lowerFilter;
+  if constexpr (std::is_same_v<RangeType, common::BigintRange>) {
+    lowerFilter = std::make_unique<common::BigintRange>(
+        notVariant.value<NativeType>() + 1 /*lower*/, getMax<NativeType>() /*upper*/, nullAllowed);
+  } else {
+    lowerFilter = std::make_unique<RangeType>(
+        notVariant.value<NativeType>() /*lower*/,
+        false /*lowerUnbounded*/,
+        true /*lowerExclusive*/,
+        getMax<NativeType>() /*upper*/,
+        true /*upperUnbounded*/,
+        false /*upperExclusive*/,
+        nullAllowed);
+  }
 
   // Value < upper
-  std::unique_ptr<FilterType> upperFilter = std::make_unique<RangeType>(
-      getLowest<NativeType>(), /*lower*/
-      true, /*lowerUnbounded*/
-      false, /*lowerExclusive*/
-      notVariant.value<NativeType>(), /*upper*/
-      false, /*upperUnbounded*/
-      true, /*upperExclusive*/
-      nullAllowed); /*nullAllowed*/
+  std::unique_ptr<FilterType> upperFilter;
+  if constexpr (std::is_same_v<RangeType, common::BigintRange>) {
+    upperFilter = std::make_unique<common::BigintRange>(
+        getLowest<NativeType>() /*lower*/, notVariant.value<NativeType>() - 1 /*upper*/, nullAllowed);
+  } else {
+    upperFilter = std::make_unique<RangeType>(
+        getLowest<NativeType>() /*lower*/,
+        true /*lowerUnbounded*/,
+        false /*lowerExclusive*/,
+        notVariant.value<NativeType>() /*upper*/,
+        false /*upperUnbounded*/,
+        true /*upperExclusive*/,
+        nullAllowed);
+  }
 
   // To avoid overlap of BigintMultiRange, keep this appending order to make sure lower bound of one range is less than
   // the upper bounds of others.
@@ -1770,8 +1782,12 @@ void SubstraitToVeloxPlanConverter::setSubfieldFilter(
             dynamic_cast<common::BigintRange*>(b.get())->lower();
       });
     }
-
-    filters[common::Subfield(inputName)] = std::make_unique<MultiRangeType>(std::move(colFilters), nullAllowed);
+    if constexpr (std::is_same_v<MultiRangeType, common::MultiRange>) {
+      filters[common::Subfield(inputName)] =
+          std::make_unique<common::MultiRange>(std::move(colFilters), nullAllowed, true /*nanAllowed*/);
+    } else {
+      filters[common::Subfield(inputName)] = std::make_unique<MultiRangeType>(std::move(colFilters), nullAllowed);
+    }
   }
 }
 
@@ -1826,7 +1842,12 @@ void SubstraitToVeloxPlanConverter::constructSubfieldFilters(
       // Currently, Not-equal cannot coexist with other filter conditions
       // due to multirange is in 'OR' relation but 'AND' is needed.
       VELOX_CHECK(rangeSize == 0, "LowerBounds or upperBounds conditons cannot be supported after not-equal filter.");
-      filters[common::Subfield(inputName)] = std::make_unique<MultiRangeType>(std::move(colFilters), nullAllowed);
+      if constexpr (std::is_same_v<MultiRangeType, common::MultiRange>) {
+        filters[common::Subfield(inputName)] =
+            std::make_unique<common::MultiRange>(std::move(colFilters), nullAllowed, true /*nanAllowed*/);
+      } else {
+        filters[common::Subfield(inputName)] = std::make_unique<MultiRangeType>(std::move(colFilters), nullAllowed);
+      }
       return;
     }
 
@@ -1880,8 +1901,14 @@ void SubstraitToVeloxPlanConverter::constructSubfieldFilters(
         upperExclusive = filterInfo.upperExclusives_[idx];
       }
 
-      std::unique_ptr<FilterType> filter = std::move(std::make_unique<RangeType>(
-          lowerBound, lowerUnbounded, lowerExclusive, upperBound, upperUnbounded, upperExclusive, nullAllowed));
+      std::unique_ptr<FilterType> filter;
+      if constexpr (std::is_same_v<RangeType, common::BigintRange>) {
+        filter = std::move(std::make_unique<common::BigintRange>(
+            lowerExclusive ? lowerBound + 1 : lowerBound, upperExclusive ? upperBound - 1 : upperBound, nullAllowed));
+      } else {
+        filter = std::move(std::make_unique<RangeType>(
+            lowerBound, lowerUnbounded, lowerExclusive, upperBound, upperUnbounded, upperExclusive, nullAllowed));
+      }
 
       colFilters.emplace_back(std::move(filter));
     }