diff --git a/src/common/function/src/aggrs/aggr_wrapper.rs b/src/common/function/src/aggrs/aggr_wrapper.rs
index ab0e13e1c4..3780d39582 100644
--- a/src/common/function/src/aggrs/aggr_wrapper.rs
+++ b/src/common/function/src/aggrs/aggr_wrapper.rs
@@ -184,11 +184,11 @@ impl StateMergeHelper {
                 )));
             };
 
-            let original_input_types = aggr_func
+            let original_input_fields = aggr_func
                 .params
                 .args
                 .iter()
-                .map(|e| e.get_type(&aggr.input.schema()))
+                .map(|e| e.to_field(&aggr.input.schema()).map(|(_, field)| field))
                 .collect::<Result<Vec<_>, _>>()?;
 
             // first create the state function from the original aggregate function.
@@ -214,7 +214,7 @@ impl StateMergeHelper {
             let merge_func = MergeWrapper::new(
                 (*aggr_func.func).clone(),
                 original_phy_expr,
-                original_input_types,
+                original_input_fields,
             )?;
             let arg = Expr::Column(Column::new_unqualified(lower_state_output_col_name));
             let expr = AggregateFunction {
@@ -332,18 +332,9 @@ impl AggregateUDFImpl for StateWrapper {
         // fix and recover proper acc args for the original aggregate function.
         let state_type = acc_args.return_type().clone();
         let inner = {
-            let acc_args = datafusion_expr::function::AccumulatorArgs {
-                return_field: self.deduce_aggr_return_type(&acc_args)?,
-                schema: acc_args.schema,
-                ignore_nulls: acc_args.ignore_nulls,
-                order_bys: acc_args.order_bys,
-                is_reversed: acc_args.is_reversed,
-                name: acc_args.name,
-                is_distinct: acc_args.is_distinct,
-                exprs: acc_args.exprs,
-                expr_fields: acc_args.expr_fields,
-            };
-            self.inner.accumulator(acc_args)?
+            let mut new_acc_args = acc_args.clone();
+            new_acc_args.return_field = self.deduce_aggr_return_type(&acc_args)?;
+            self.inner.accumulator(new_acc_args)?
         };
 
         Ok(Box::new(StateAccum::new(inner, state_type)?))
@@ -568,25 +559,25 @@ pub struct MergeWrapper {
     merge_signature: Signature,
     /// The original physical expression of the aggregate function, can't store the original aggregate function directly, as PhysicalExpr didn't implement Any
     original_phy_expr: Arc<AggregateFunctionExpr>,
-    return_type: DataType,
+    return_field: FieldRef,
 }
 impl MergeWrapper {
     pub fn new(
         inner: AggregateUDF,
         original_phy_expr: Arc<AggregateFunctionExpr>,
-        original_input_types: Vec<DataType>,
+        original_input_fields: Vec<FieldRef>,
     ) -> datafusion_common::Result<Self> {
         let name = aggr_merge_func_name(inner.name());
         // the input type is actually struct type, which is the state fields of the original aggregate function.
         let merge_signature = Signature::user_defined(datafusion_expr::Volatility::Immutable);
-        let return_type = inner.return_type(&original_input_types)?;
+        let return_field = inner.return_field(&original_input_fields)?.clone();
 
         Ok(Self {
             inner,
             name,
             merge_signature,
             original_phy_expr,
-            return_type,
+            return_field,
         })
     }
 
@@ -638,8 +629,14 @@ impl AggregateUDFImpl for MergeWrapper {
     /// so return fixed return type instead of using `arg_types` to determine the return type.
     fn return_type(&self, _arg_types: &[DataType]) -> datafusion_common::Result<DataType> {
         // The return type is the same as the original aggregate function's return type.
-        Ok(self.return_type.clone())
+        Ok(self.return_field.data_type().clone())
     }
+
+    /// Similar to return_type, we just return the fixed return field.
+    fn return_field(&self, _arg_fields: &[FieldRef]) -> datafusion_common::Result<FieldRef> {
+        Ok(self.return_field.clone())
+    }
+
     fn signature(&self) -> &Signature {
         &self.merge_signature
     }
diff --git a/src/common/function/src/aggrs/aggr_wrapper/tests.rs b/src/common/function/src/aggrs/aggr_wrapper/tests.rs
index f23277f818..32d9913539 100644
--- a/src/common/function/src/aggrs/aggr_wrapper/tests.rs
+++ b/src/common/function/src/aggrs/aggr_wrapper/tests.rs
@@ -296,6 +296,7 @@ async fn test_sum_udaf() {
     .unwrap();
     assert_eq!(&res.lower_state, &expected_lower_plan);
 
+    let merge_input_fields = vec![Arc::new(Field::new("number", DataType::Int64, true))];
     let expected_merge_plan = LogicalPlan::Aggregate(
         Aggregate::try_new(
             Arc::new(expected_lower_plan),
@@ -319,7 +320,7 @@ async fn test_sum_udaf() {
                                 .build()
                                 .unwrap(),
                             ),
-                            vec![DataType::Int64],
+                            merge_input_fields,
                         )
                         .unwrap()
                         .into(),
@@ -459,6 +460,7 @@ async fn test_avg_udaf() {
         )])
     );
 
+    let merge_input_fields = vec![Arc::new(Field::new("number", DataType::Float64, true))];
     let expected_merge_fn = MergeWrapper::new(
         avg.clone(),
         Arc::new(
@@ -474,7 +476,7 @@ async fn test_avg_udaf() {
             .unwrap(),
         ),
         // coerced to float64
-        vec![DataType::Float64],
+        merge_input_fields,
     )
     .unwrap();
 
@@ -668,13 +670,15 @@ async fn test_last_value_order_by_udaf() {
         .unwrap();
     let aggr_func_expr = &aggr_exec.aggr_expr()[0];
 
+    let merge_input_fields = vec![Arc::new(Field::new(
+        "ts",
+        DataType::Timestamp(arrow_schema::TimeUnit::Millisecond, None),
+        false,
+    ))];
     let expected_merge_fn = MergeWrapper::new(
         last_value.clone(),
         aggr_func_expr.clone(),
-        vec![DataType::Timestamp(
-            arrow_schema::TimeUnit::Millisecond,
-            None,
-        )],
+        merge_input_fields,
     )
     .unwrap();