diff --git a/src/gopt/impl/basic_arith/chain.cpp b/src/gopt/impl/basic_arith/chain.cpp
index 654b3a464ed9a682a8bfb825fea37c259cdc1496..bad9547b57e2574032560d8a077dee212c0edd8e 100644
--- a/src/gopt/impl/basic_arith/chain.cpp
+++ b/src/gopt/impl/basic_arith/chain.cpp
@@ -322,6 +322,15 @@ NormalizeArithChainPass::Impl::AddTrait::extract_coeff(
         return AbstractOpr::make_coeff(
                 i1.node(), i0v->get_cast<dt_max_float>());
     }
+    if (mode == Mode::TRUE_DIV) {
+        SymbolVar i0 = opr->input(0), i1 = opr->input(1),
+                  i1r = opr::powf(i1, -1);
+        auto i1rv = i1r.as_immutable_scalar_require_shape();
+        if (!i1rv.valid())
+            return None;
+        return AbstractOpr::make_coeff(
+                i0.node(), i1rv->get_cast<dt_max_float>());
+    }
     return None;
 }
 
diff --git a/src/gopt/test/basic_arith.cpp b/src/gopt/test/basic_arith.cpp
index 82e5708c4c9980f53a80f12e09298d5864f53c49..7f2160668f951455622e1969cd5103e985fe5229 100644
--- a/src/gopt/test/basic_arith.cpp
+++ b/src/gopt/test/basic_arith.cpp
@@ -548,6 +548,19 @@ TEST(TestNormalizeArithChainPass, PowcCExpand2) {
         graph->compile({make_callback_copy(grad, host_g)}));
 }
 
+TEST_PASS(NormalizeArithChainPass, SubDiv) {
+    auto x = mkvar("x"), y = mkvar("y"), z = mkvar("z"),
+         a0_ = x - y / 2.f,
+         a1 = x + (-0.5f) * y,
+         b0_ = x - ((y - (z / 5.f)) / 2.f),
+         b1 = x + (-0.5f) * y + 0.1f * z;
+
+    SymbolVar a0, b0;
+    unpack_vector(run_opt({a0_, b0_}), a0, b0);
+    EXPECT_EQ(a1, a0);
+    EXPECT_EQ(b1, b0);
+}
+
 TEST_PASS(ReorderArithChainPass, 0) {
     auto chk = [this](SymbolVar inp, SymbolVar expect) {
         check(expect, inp, gopt::ConstVarType::IMMUTABLE_AND_PARAM);