Update README.md

README.md

@@ -84,4 +84,17 @@ Aidos Mukhatayev⁸, Saltanat Sharipova⁹
 ⁹ Astana IT University, Kazakhstan  
 
 ## Citation
-Biloshchytska, S., Tleubayeva, A., Kuchanskyi, O., Biloshchytskyi, A., Andrashko, Y., Toxanov, S., Mukhatayev, A., & Sharipova, S. (2025). Text Similarity Detection in Agglutinative Languages: A Case Study of Kazakh Using Hybrid N-Gram and Semantic Models. Applied Sciences, 15(12), 6707. https://doi.org/10.3390/app15126707
+Biloshchytska, S., Tleubayeva, A., Kuchanskyi, O., Biloshchytskyi, A., Andrashko, Y., Toxanov, S., Mukhatayev, A., & Sharipova, S. (2025). Text Similarity Detection in Agglutinative Languages: A Case Study of Kazakh Using Hybrid N-Gram and Semantic Models. Applied Sciences, 15(12), 6707. https://doi.org/10.3390/app15126707
+
+## How to Download
+
+### Using huggingface_hub
+```python
+from huggingface_hub import hf_hub_download
+
+repo_id = "Arailym-tleubayeva/kazakh-hybrid-duplicate-detector"
+
+tfidf_path = hf_hub_download(repo_id, "tfidf_vectorizer.joblib")
+lsa_path   = hf_hub_download(repo_id, "lsa_svd.joblib")
+lda_path   = hf_hub_download(repo_id, "lda_model.joblib")
+meta_path  = hf_hub_download(repo_id, "meta.json")