diff --git a/ir_axioms/modules/similarity.py b/ir_axioms/modules/similarity.py
index 3f31f46..fdc4ada 100644
--- a/ir_axioms/modules/similarity.py
+++ b/ir_axioms/modules/similarity.py
@@ -12,6 +12,7 @@
 
 from ir_axioms import logger
 from ir_axioms.utils.nltk import download_nltk_dependencies
+import wget
 
 import os
 DIR_PATH = os.path.dirname(os.path.realpath(__file__))
@@ -193,6 +194,10 @@ class MagnitudeTermSimilarityMixin(TermSimilarityMixin, ABC):
 
     @cached_property
     def _embeddings(self):
+        url = 'https://files.webis.de/data-in-production/data-research/ir-axioms/wiki-news-300d-1M.magnitude' # noqa: E501
+        if not os.path.isfile(self.embeddings_path) and self.embeddings_path.endswith('wiki-news-300d-1M.magnitude'):
+            wget.download(url, out=self.embeddings_path)
+
         return Magnitude(self.embeddings_path)
 
     @final
@@ -202,5 +207,9 @@ def similarity(self, term1: str, term2: str):
 
 
 class FastTextWikiNewsTermSimilarityMixin(MagnitudeTermSimilarityMixin):
-    # wget via: https://files.webis.de/data-in-production/data-research/ir-axioms/wiki-news-300d-1M.magnitude # noqa: E501
     embeddings_path: Final[str] = f"{DIR_PATH}/wiki-news-300d-1M.magnitude"
+
+    def __init__(self):
+        super().__init__()
+        
+
diff --git a/pyproject.toml b/pyproject.toml
index 774c646..97acf39 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,6 +45,7 @@ dependencies = [
     "trectools~=0.0.44",
     "typing-extensions~=4.0",
     "xxhash~=3.0",
+    "wget",
 ]
 dynamic = ["version"]