diff --git a/include/oneapi/dpl/pstl/hetero/dpcpp/parallel_backend_sycl.h b/include/oneapi/dpl/pstl/hetero/dpcpp/parallel_backend_sycl.h
index 2c8b5c472ae..1d10b8ac29b 100644
--- a/include/oneapi/dpl/pstl/hetero/dpcpp/parallel_backend_sycl.h
+++ b/include/oneapi/dpl/pstl/hetero/dpcpp/parallel_backend_sycl.h
@@ -864,6 +864,51 @@ struct __gen_red_by_seg_scan_input
 template <typename _BinaryOp>
 struct __red_by_seg_op
 {
+    // Consider the following segment / value pairs that would be processed in reduce-then-scan by a sub-group of size 8:
+    // ----------------------------------------------------------
+    // Keys:   0 0 1 1 2 2 2 2
+    // Values: 1 1 1 1 1 1 1 1
+    // ----------------------------------------------------------
+    // The reduce and scan input generation phase flags new segments (excluding index 0) for use in the sub-group scan
+    // operation. The above key, value pairs correspond to the following flag, value pairs:
+    // ----------------------------------------------------------
+    // Flags:  0 0 1 0 1 0 0 0
+    // Values: 1 1 1 1 1 1 1 1
+    // ----------------------------------------------------------
+    // The sub-group scan operation looks back by powers-of-2 applying encountered prefixes. The __red_by_seg_op
+    // operation performs a standard inclusive scan over the flags to compute output indices while performing a masked
+    // scan over values to avoid applying a previous segment's partial reduction. Previous value elements are reduced
+    // so long as the current index's flag is 0, indicating that input within its segment is still being processed
+    // ----------------------------------------------------------
+    // Start:
+    // ----------------------------------------------------------
+    // Flags:  0 0 1 0 1 0 0 0
+    // Values: 1 1 1 1 1 1 1 1
+    // ----------------------------------------------------------
+    // After step 1 (apply the i-1th value if the ith flag is 0):
+    // ----------------------------------------------------------
+    // Flags:  0 0 1 1 1 1 0 0
+    // Values: 1 2 1 2 1 2 2 2
+    // ----------------------------------------------------------
+    // After step 2 (apply the i-2th value if the ith flag is 0):
+    // ----------------------------------------------------------
+    // Flags:  0 0 1 1 2 2 1 1
+    // Values: 1 2 1 2 1 2 3 4
+    // ----------------------------------------------------------
+    // After step 3 (apply the i-4th value if the ith flag is 0):
+    // ----------------------------------------------------------
+    // Flags:  0 0 1 1 2 2 2 2
+    // Values: 1 2 1 2 1 2 3 4
+    //           ^   ^       ^
+    // ----------------------------------------------------------
+    // Note that the scan of segment flags results in the desired output index of the reduce_by_segment operation in
+    // each segment and the item corresponding to the final key in a segment contains its output reduction value. This
+    // operation is first applied within a sub-group and then across sub-groups, work-groups, and blocks to
+    // reduce-by-segment across the full input. The result of these operations combined with cached key data in
+    // __gen_red_by_seg_scan_input enables the write phase to output keys and reduction values.
+    // =>
+    // Segments : 0 1 2
+    // Values   : 2 2 4
     template <typename _Tup1, typename _Tup2>
     auto
     operator()(const _Tup1& __lhs_tup, const _Tup2& __rhs_tup) const
@@ -1326,10 +1371,15 @@ __parallel_reduce_by_segment_reduce_then_scan(oneapi::dpl::__internal::__device_
                                               _Range3&& __out_keys, _Range4&& __out_values,
                                               _BinaryPredicate __binary_pred, _BinaryOperator __binary_op)
 {
+    // Flags new segments and passes input value through a 2-tuple
     using _GenReduceInput = __gen_red_by_seg_reduce_input<_BinaryPredicate>;
+    // Operation that computes output indices and output reduction values per segment
     using _ReduceOp = __red_by_seg_op<_BinaryOperator>;
+    // Returns 4-component tuple which contains flags, keys, value, and a flag to write output
     using _GenScanInput = __gen_red_by_seg_scan_input<_BinaryPredicate>;
+    // Returns the first component from scan input which is scanned over
     using _ScanInputTransform = __get_zeroth_element;
+    // Writes current segment's output reduction and the next segment's output key
     using _WriteOp = __write_red_by_seg<_BinaryPredicate>;
     using _ValueType = oneapi::dpl::__internal::__value_t<_Range2>;
     std::size_t __n = __keys.size();