diff --git a/src/operator/sequence_last-inl.h b/src/operator/sequence_last-inl.h
index 167f04c8165f..2f386dd820e8 100644
--- a/src/operator/sequence_last-inl.h
+++ b/src/operator/sequence_last-inl.h
@@ -153,6 +153,10 @@ class SequenceLastOp : public Operator {
     auto d1 = in_data[seq_last::kData].size(1);
     auto dsize = in_data[seq_last::kData].Size();
 
+    if (dsize == 0) {
+      return;  // noop if any input dimension is zero-sized, out_data is of a right shape
+    }
+
     auto batch = (axis != 0) ? d0 : d1;
     auto max_seq_len = in_data[seq_last::kData].size(axis);
     auto rest_size = dsize / (d0 * d1);
diff --git a/src/operator/sequence_mask-inl.h b/src/operator/sequence_mask-inl.h
index 0934036f23a2..2fc698aab205 100644
--- a/src/operator/sequence_mask-inl.h
+++ b/src/operator/sequence_mask-inl.h
@@ -97,6 +97,11 @@ class SequenceMaskOp : public Operator {
     auto d0 = in_data[seq_mask::kData].size(0);
     auto d1 = in_data[seq_mask::kData].size(1);
     auto dsize = in_data[seq_mask::kData].Size();
+
+    if (dsize == 0) {
+      return;  // noop if any input dimension is zero-sized, out_data is of a right shape
+    }
+
     auto rest_size = dsize / (d0 * d1);
 
     Shape<3> s3 = Shape3(d0, d1, rest_size);
diff --git a/src/operator/sequence_reverse-inl.h b/src/operator/sequence_reverse-inl.h
index 68d596778b4a..e19e643744b8 100644
--- a/src/operator/sequence_reverse-inl.h
+++ b/src/operator/sequence_reverse-inl.h
@@ -136,6 +136,11 @@ class SequenceReverseOp : public Operator {
     auto max_seq_len = in_data[seq_reverse::kData].size(0);
     auto n = in_data[seq_reverse::kData].size(1);
     auto total_size = in_data[seq_reverse::kData].Size();
+
+    if (total_size == 0) {
+      return;  // noop if any input dimension is zero-sized, out_data is of a right shape
+    }
+
     auto rest_dim = static_cast<int>(total_size / n / max_seq_len);
 
     Shape<3> s3 = Shape3(max_seq_len, n, rest_dim);
diff --git a/tests/python/unittest/test_operator.py b/tests/python/unittest/test_operator.py
index 7a8536474211..cc94db5b0efc 100644
--- a/tests/python/unittest/test_operator.py
+++ b/tests/python/unittest/test_operator.py
@@ -9428,3 +9428,28 @@ def test_sldwin_atten_op_impl(batch_size, seq_length, num_heads,
             test_sldwin_atten_op_impl(2, 128, 2, 8, 16, symmetric, d)
             test_sldwin_atten_op_impl(1, 8, 2, 4, 2, symmetric, d)
 
+def test_zero_sized_dim():
+
+    mx.util.set_np_shape(True)  # Must be done to prevent zero-sized dimension conversion to 'unknown'
+
+    def seq_last():
+        """Test for issue: https://github.com/apache/incubator-mxnet/issues/18938"""
+        data = mx.nd.array(np.random.rand(1, 0, 0))
+        res = mx.nd.op.SequenceLast(data)
+        assert data.shape[1:] == res.shape
+
+    def seq_mask():
+        """Test for issue: https://github.com/apache/incubator-mxnet/issues/18939"""
+        data = mx.nd.array(np.random.rand(0, 1, 1))
+        res = mx.nd.op.SequenceMask(data)
+        assert data.shape == res.shape
+
+    def seq_reverse():
+        """Test for issue: https://github.com/apache/incubator-mxnet/issues/18940"""
+        data = mx.nd.array(np.random.rand(0, 1, 1))
+        res = mx.nd.op.SequenceReverse(data)
+        assert data.shape == res.shape
+
+    seq_last()
+    seq_reverse()
+    seq_mask()
\ No newline at end of file