diff --git a/models/chiasmus_de.pkl b/models/chiasmus_de.pkl
deleted file mode 100644
index c20774b..0000000
Binary files a/models/chiasmus_de.pkl and /dev/null differ
diff --git a/models/metaphor_de.pkl b/models/metaphor_de.pkl
deleted file mode 100644
index bf28ea2..0000000
Binary files a/models/metaphor_de.pkl and /dev/null differ
diff --git a/models/metaphor_de.torch b/models/metaphor_de.torch
deleted file mode 100644
index 9e835cb..0000000
Binary files a/models/metaphor_de.torch and /dev/null differ
diff --git a/setup.cfg b/setup.cfg
index 0f7718b..0bd3938 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -1,6 +1,6 @@
 [metadata]
 name = freestylo
-version = 0.3.0
+version = 0.4.0
 description = A tool for stylistic device detection."
 author = Felix Schneider
 author_email = felix.schneider@uni-jena.de
@@ -36,6 +36,7 @@ install_requires =
     scipy
     cltk<1.0
     wget
+    fasttext
 
 [options.packages.find]
 where = src
diff --git a/src/freestylo/Configs.py b/src/freestylo/Configs.py
index e91ccd8..0133ba9 100644
--- a/src/freestylo/Configs.py
+++ b/src/freestylo/Configs.py
@@ -2,13 +2,15 @@
 import logging
 import json
 import wget
+import zipfile
 
 model_list = [
         "chiasmus_de.pkl",
         "metaphor_de.torch",
+        "fasttext_mgh.bin.zip",
         ]
 
-github_model_base = "https://github.com/cvjena/freestylo/raw/refs/heads/main/models/"
+model_base_url = "https://www.felixschneider.xyz/download/models/"
 
 def get_model_path(model_to_load : str) -> str:
     if os.path.exists(model_to_load):
@@ -36,9 +38,12 @@ def get_model_path(model_to_load : str) -> str:
 
     for model in model_list:
         if not os.path.exists(os.path.join(model_path, model)):
-            logging.info(f"Downloading model {model} from {github_model_base}")
-            wget.download(github_model_base+model, model_path)
+            logging.info(f"Downloading model {model} from {model_base_url}")
+            wget.download(model_base_url+model, model_path)
             logging.info("done")
+            if model.endswith(".zip"):
+                with zipfile.ZipFile(os.path.join(model_path, model), 'r') as zip_ref:
+                    zip_ref.extractall(model_path)
 
 
     model_to_load = os.path.join(model_path, model_to_load)
diff --git a/src/freestylo/MGHPreprocessor.py b/src/freestylo/MGHPreprocessor.py
index f905b1a..b385ce1 100644
--- a/src/freestylo/MGHPreprocessor.py
+++ b/src/freestylo/MGHPreprocessor.py
@@ -1,5 +1,7 @@
 import cltk
 import numpy as np
+import fasttext
+from freestylo.Configs import get_model_path
 
 from cltk.corpus.middle_high_german.alphabet import normalize_middle_high_german
 from cltk.tag.pos import POSTag
@@ -17,6 +19,7 @@ def __init__(self):
         Constructor for the MGHPreprocessor class.
         """
         self.text = ""
+        self.model = fasttext.load_model(get_model_path("fasttext_mgh.bin"))
         pass
 
     # make class callable with ()
@@ -51,7 +54,7 @@ def __call__(self, text):
 
             dep = ""
 
-            vector = np.zeros(300)
+            vector = self.model.get_word_vector(word)
 
 
             tokens.append(MGHToken(word, pos, lemma, dep, vector, idx))
diff --git a/test/test_text_object.py b/test/test_text_object.py
index fc8a79d..a98d032 100644
--- a/test/test_text_object.py
+++ b/test/test_text_object.py
@@ -36,6 +36,7 @@ def test_processing():
     assert(text.has_tokens())
     assert(text.tokens[1] == "erbiten")
     assert(text.pos[1] == "VERB")
+    assert(text.vectors[0].size == 300)
     print(text.tokens)