diff --git a/src/pie_modules/document/processing/text_pair.py b/src/pie_modules/document/processing/text_pair.py
index 4387177e6..cf3885b21 100644
--- a/src/pie_modules/document/processing/text_pair.py
+++ b/src/pie_modules/document/processing/text_pair.py
@@ -129,6 +129,7 @@ def shift_span(span: S, offset: int) -> S:
 def construct_text_document_from_text_pair_coref_document(
     document: TextPairDocumentWithLabeledSpansAndBinaryCorefRelations,
     glue_text: str,
+    no_relation_label: str,
     relation_label_mapping: Optional[Dict[str, str]] = None,
 ) -> TextDocumentWithLabeledSpansAndBinaryRelations:
     if document.text == document.text_pair:
@@ -161,11 +162,14 @@ def construct_text_document_from_text_pair_coref_document(
         sorted(old2new_spans.values(), key=lambda s: (s.start, s.end, s.label))
     )
     for old_rel in document.binary_coref_relations:
-        label = old_rel.label
+        label = old_rel.label if old_rel.score > 0.0 else no_relation_label
         if relation_label_mapping is not None:
             label = relation_label_mapping.get(label, label)
         new_rel = old_rel.copy(
-            head=old2new_spans[old_rel.head], tail=old2new_spans[old_rel.tail], label=label
+            head=old2new_spans[old_rel.head],
+            tail=old2new_spans[old_rel.tail],
+            label=label,
+            score=1.0,
         )
         new_doc.binary_relations.append(new_rel)
 
diff --git a/tests/document/processing/test_text_pair.py b/tests/document/processing/test_text_pair.py
index a9c589545..cd016a117 100644
--- a/tests/document/processing/test_text_pair.py
+++ b/tests/document/processing/test_text_pair.py
@@ -282,7 +282,10 @@ def test_construct_text_document_from_text_pair_coref_document(positive_and_nega
     glue_text = "<s><s>"
     docs = [
         construct_text_document_from_text_pair_coref_document(
-            doc, glue_text=glue_text, relation_label_mapping={"coref": "semantically_same"}
+            doc,
+            glue_text=glue_text,
+            no_relation_label="no_relation",
+            relation_label_mapping={"coref": "semantically_same"},
         )
         for doc in positive_and_negative_documents
     ]
@@ -302,9 +305,9 @@ def test_construct_text_document_from_text_pair_coref_document(positive_and_nega
         ("ANIMAL", "his cat"),
     ]
     assert doc.binary_relations.resolve() == [
-        ("semantically_same", (("PERSON", "she"), ("PERSON", "Bob")))
+        ("no_relation", (("PERSON", "she"), ("PERSON", "Bob")))
     ]
-    assert [rel.score for rel in doc.binary_relations] == [0.0]
+    assert [rel.score for rel in doc.binary_relations] == [1.0]
 
     doc = docs[7]
     assert doc.text == "Bob loves his cat.<s><s>She sleeps a lot."