changes in encode

app.py

@@ -9,11 +9,13 @@ from sentence_transformers import SentenceTransformer, CrossEncoder
 from rank_bm25 import BM25Okapi
 import gradio as gr
 
+print(CrossEncoder.list_pretrained_models())
+
 # ✅ Load Models
 spacy.cli.download("en_core_web_sm")
 nlp = spacy.load("en_core_web_sm")
 embed_model = SentenceTransformer("sentence-transformers/all-MiniLM-L6-v2")
-cross_encoder = CrossEncoder("cross-encoder/ms-marco-MiniLM-L-6-v2")
+cross_encoder = CrossEncoder("cross-encoder/ms-marco-MiniLM-L-12-v2")
 
 # ✅ Load API Key from Hugging Face Secrets
 GEMINI_API_KEY = os.getenv("GEMINI_API_KEY")