changed embedder to paraphrase-multilingual-miniLM-L12-v2

app.py

@@ -6,7 +6,7 @@ from sentence_transformers import SentenceTransformer
 import time
 
 # --- SETUP ---
-model = SentenceTransformer("intfloat/multilingual-e5-small", device="cpu")
+model = SentenceTransformer("sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2", device="cpu")
 
 QDRANT_URL = os.environ.get("QDRANT_URL")
 QDRANT_API_KEY = os.environ.get("QDRANT_API_KEY")
@@ -143,7 +143,7 @@ def search_free_text_animated(query_text, max_results):
         return
 
     try:
-        vec = model.encode(f"query: {query_text}")[:VECTOR_SIZE]
+        vec = model.encode(f"{query_text}")[:VECTOR_SIZE]
         hits_response = client.query_points(
             collection_name=COLLECTION_NAME,
             query=vec,