diff --git a/src/extractors/text_to_text_extractor/methods/InputWithoutSpaces.py b/src/extractors/text_to_text_extractor/methods/InputWithoutSpaces.py
index 83f58d0..93b80f8 100644
--- a/src/extractors/text_to_text_extractor/methods/InputWithoutSpaces.py
+++ b/src/extractors/text_to_text_extractor/methods/InputWithoutSpaces.py
@@ -6,7 +6,7 @@
 class InputWithoutSpaces(TextToTextMethod):
 
     def train(self, extraction_data: ExtractionData):
-        pass
+        self.save_json("best_method.json", True)
 
     @staticmethod
     def trim_text(tag_texts: list[str]) -> str:
diff --git a/src/extractors/text_to_text_extractor/test/test_text_to_text_extractor.py b/src/extractors/text_to_text_extractor/test/test_text_to_text_extractor.py
index b408407..6336fc6 100644
--- a/src/extractors/text_to_text_extractor/test/test_text_to_text_extractor.py
+++ b/src/extractors/text_to_text_extractor/test/test_text_to_text_extractor.py
@@ -56,3 +56,24 @@ def test_predictions_two_samples(self):
         self.assertEqual(extraction_id, suggestions[0].id)
         self.assertEqual("entity_name", suggestions[0].entity_name)
         self.assertEqual("one", suggestions[0].text)
+
+    def test_predictions_input_without_spaces(self):
+        sample = [
+            TrainingSample(
+                labeled_data=LabeledData(label_text="onetwothree", language_iso="en"), tags_texts=["one two", "three"]
+            )
+        ]
+        extraction_data = ExtractionData(samples=sample * 3, extraction_identifier=extraction_identifier)
+
+        text_to_text_extractor = TextToTextExtractor(extraction_identifier=extraction_identifier)
+        text_to_text_extractor.create_model(extraction_data)
+
+        suggestions = text_to_text_extractor.get_suggestions(
+            [PredictionSample.from_text("one two three four", "entity_name")]
+        )
+
+        self.assertEqual(1, len(suggestions))
+        self.assertEqual(tenant, suggestions[0].tenant)
+        self.assertEqual(extraction_id, suggestions[0].id)
+        self.assertEqual("entity_name", suggestions[0].entity_name)
+        self.assertEqual("onetwothreefour", suggestions[0].text)