Update README.md

README.md

@@ -53,7 +53,8 @@ entities, relations = model.inference(
     threshold=0.5,
     adjacency_threshold=0.55,
     relation_threshold=0.8,
-    return_relations=True
+    return_relations=True,
+    flat_ner=False
 )
 
 # Print entities
@@ -104,7 +105,8 @@ entities, relations = model.inference(
     threshold=0.5,
     relation_threshold=0.5,
     batch_size=8,
-    return_relations=True
+    return_relations=True,
+    flat_ner=False
 )
 
 for i, (text_entities, text_relations) in enumerate(zip(entities, relations)):
@@ -122,7 +124,8 @@ entities = model.inference(
     labels=entity_labels,
     relations=[],  # Empty list for relations
     threshold=0.5,
-    return_relations=False  # Skip relation extraction
+    return_relations=False,  # Skip relation extraction
+    flat_ner=False
 )
 ```
 
@@ -141,7 +144,8 @@ entities, relations = model.inference(
     relation_threshold=0.7,     # Relation classification threshold
     flat_ner=True,              # Enforce non-overlapping entities
     multi_label=False,          # Single label per entity span
-    return_relations=True
+    return_relations=True,
+    flat_ner=False
 )
 ```