Updates

app.py

@@ -59,14 +59,28 @@ def deduplicate_embeddings(
 
 def display_word_differences(x: str, y: str) -> str:
     """
-    Display the word-level differences between two texts.
+    Display the word-level differences between two texts, formatted to avoid
+    misinterpretation of Markdown syntax.
 
     :param x: First text.
     :param y: Second text.
-    :return: A string showing word-level differences.
+    :return: A string showing word-level differences, wrapped in a code block.
     """
     diff = ndiff(x.split(), y.split())
-    return " ".join(word for word in diff if word.startswith(("+", "-")))
+    # Wrap differences in a code block to prevent interpretation as Markdown
+    formatted_diff = "\n".join(word for word in diff if word.startswith(("+", "-")))
+    return f"```\n{formatted_diff}\n```"
+
+# def display_word_differences(x: str, y: str) -> str:
+#     """
+#     Display the word-level differences between two texts.
+
+#     :param x: First text.
+#     :param y: Second text.
+#     :return: A string showing word-level differences.
+#     """
+#     diff = ndiff(x.split(), y.split())
+#     return " ".join(word for word in diff if word.startswith(("+", "-")))
 
 def load_dataset_texts(dataset_name: str, dataset_split: str, text_column: str) -> list[str]:
     """