diff --git a/ulmfit/merge_langs.py b/ulmfit/merge_langs.py
new file mode 100644
index 0000000..7fee7ed
--- /dev/null
+++ b/ulmfit/merge_langs.py
@@ -0,0 +1,35 @@
+"""
+Script to merge WikiText files created with `create_wikitext.py`.
+"""
+import fire
+from pathlib import Path
+from contextlib import ExitStack
+
+def merge_wikitext(paths, langs, dest_path, num_sentences):
+    wiki_paths = [Path(path) for path in paths]
+    for wiki_path in wiki_paths:
+        assert wiki_path.exists(), f'Error: {wiki_path} does not exist.'
+    dest_path = Path(dest_path)
+    dest_path.mkdir(exist_ok=True)
+    splits = ['train', 'valid', 'test']
+    concat_langs = '-'.join(langs)
+    for split in splits:
+        with ExitStack() as stack:
+            files = [stack.enter_context(open(
+                wiki_path / f'{lang}.wiki.{split}.tokens', 'r', encoding='utf-8')) 
+                for lang, wiki_path in zip(langs, wiki_paths)]
+            
+            output = stack.enter_context(open(dest_path / f'{concat_langs}.wiki.{split}.tokens', 'w', encoding='utf-8'))
+            done = False
+            while not done:
+                for file in files:
+                    lines = [file.readline() for x in range(num_sentences)]
+                    size = len(lines)
+                    lines = [line for line in lines if line]
+                    if len(lines) < size:
+                        done = True
+                    for line in lines:
+                        output.write(line)
+
+if __name__ == '__main__':
+    fire.Fire(merge_wikitext)
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