diff --git a/graphviz2drawio/models/SvgParser.py b/graphviz2drawio/models/SvgParser.py
index 73404d6..9def2e5 100644
--- a/graphviz2drawio/models/SvgParser.py
+++ b/graphviz2drawio/models/SvgParser.py
@@ -18,7 +18,7 @@ def parse_nodes_edges_clusters(
     edge_factory = EdgeFactory(coords)
 
     nodes: OrderedDict[str, Node] = OrderedDict()
-    edges: list[Edge] = []
+    edges: OrderedDict[str, Edge] = OrderedDict()
     clusters: OrderedDict[str, Node] = OrderedDict()
 
     for g in root:
@@ -27,8 +27,12 @@ def parse_nodes_edges_clusters(
             if g.attrib["class"] == "node":
                 nodes[title] = node_factory.from_svg(g)
             elif g.attrib["class"] == "edge":
-                edges.append(edge_factory.from_svg(g))
+                edge = edge_factory.from_svg(g)
+                if existing_edge := edges.get(edge.key_for_label):
+                    existing_edge.label += f"<div>{edge.label}</div>"
+                else:
+                    edges[edge.key_for_label] = edge
             elif g.attrib["class"] == "cluster":
                 clusters[title] = node_factory.from_svg(g)
 
-    return nodes, edges, clusters
+    return nodes, list(edges.values()), clusters
diff --git a/graphviz2drawio/mx/CurveFactory.py b/graphviz2drawio/mx/CurveFactory.py
index 58ed37b..2afbcdf 100644
--- a/graphviz2drawio/mx/CurveFactory.py
+++ b/graphviz2drawio/mx/CurveFactory.py
@@ -8,7 +8,7 @@ def __init__(self, coords):
         super(CurveFactory, self).__init__()
         self.coords = coords
 
-    def from_svg(self, svg_path):
+    def from_svg(self, svg_path) -> Curve:
         path = parse_path(svg_path)
         start = self.coords.complex_translate(path[0].start)
         end = self.coords.complex_translate(path[len(path) - 1].end)
diff --git a/graphviz2drawio/mx/Edge.py b/graphviz2drawio/mx/Edge.py
index 8e33bc1..27a7877 100644
--- a/graphviz2drawio/mx/Edge.py
+++ b/graphviz2drawio/mx/Edge.py
@@ -1,9 +1,10 @@
 from graphviz2drawio.models import DotAttr
+from .Curve import Curve
 from .GraphObj import GraphObj
 
 
 class Edge(GraphObj):
-    def __init__(self, sid, gid, fr, to, curve, label):
+    def __init__(self, sid: str, gid: str, fr: str, to: str, curve: Curve, label: str):
         super(Edge, self).__init__(sid, gid)
         self.fr = fr
         self.to = to
@@ -18,3 +19,10 @@ def curve_start_end(self):
             return self.curve.end, self.curve.start
         else:
             return self.curve.start, self.curve.end
+
+    @property
+    def key_for_label(self) -> str:
+        return f"{self.gid}-{self.curve}"
+
+    def __repr__(self):
+        return f"{self.fr}->{self.to}: {self.label} {self.style} {self.dir} {self.arrowtail}"
diff --git a/graphviz2drawio/mx/GraphObj.py b/graphviz2drawio/mx/GraphObj.py
index 00c5b0b..b5d81fb 100644
--- a/graphviz2drawio/mx/GraphObj.py
+++ b/graphviz2drawio/mx/GraphObj.py
@@ -4,5 +4,7 @@ def __init__(self, sid, gid):
         self.gid = gid
 
     def enrich_from_graph(self, attrs):
-        for e in attrs:
-            self.__setattr__(e[0], e[1])
+        for k, v in attrs:
+            if k in self.__dict__ and self.__dict__[k] is not None:
+                continue
+            self.__setattr__(k, v)
diff --git a/graphviz2drawio/mx/MxGraph.py b/graphviz2drawio/mx/MxGraph.py
index 8147984..3de3fbc 100644
--- a/graphviz2drawio/mx/MxGraph.py
+++ b/graphviz2drawio/mx/MxGraph.py
@@ -41,12 +41,14 @@ def add_edge(self, edge):
             edge_label_element = ET.SubElement(
                 self.root,
                 MxConst.CELL,
-                id=uuid.uuid4().hex,
-                style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];",
-                parent=edge.sid,
-                value=edge.label,
-                vertex="1",
-                connectable="0",
+                attrib={
+                    "id": uuid.uuid4().hex,
+                    "style": "edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];",
+                    "parent": edge.sid,
+                    "value": edge.label,
+                    "vertex": "1",
+                    "connectable": "0",
+                },
             )
             self.add_mx_geo(edge_label_element)
 
diff --git a/test/test_graphs.py b/test/test_graphs.py
index a3d8fb7..2984ee8 100644
--- a/test/test_graphs.py
+++ b/test/test_graphs.py
@@ -94,6 +94,27 @@ def test_cluster():
     assert contains_cluster
 
 
+def test_convnet():
+    file = "test/directed/convnet.gv.txt"
+    xml = graphviz2drawio.convert(file)
+    print(xml)
+
+    root = ET.fromstring(xml)
+    elements = check_xml_top(root)
+
+    assert elements[-1].attrib["value"] == "$$l_t$$"
+
+def test_multilabel():
+    file = "test/directed/multilabel.gv.txt"
+    xml = graphviz2drawio.convert(file)
+    print(xml)
+
+    root = ET.fromstring(xml)
+    elements = check_xml_top(root)
+
+    assert elements[-1].attrib["value"] == "c<div>b</div><div>a</div>"
+
+
 # def test_runAll():
 #    for f in os.listdir('undirected'):
 #        xml = graphviz2drawio.convert(f)