nuevo emoji y mejorado ranker

README.md

@@ -1,6 +1,6 @@
 ---
 title: BioMedIA
-emoji: 👩🏾‍🔬
+emoji: 👩🏾‍🔬🧬
 colorFrom: green
 colorTo: green
 sdk: gradio

app.py

@@ -97,17 +97,6 @@ def query_index(question: str):
         context for context in contexts if len(context.split()) > min_snippet_length
     ]
 
-"""
-def sort_on_similarity(question, contexts, include_rank: int = 5):
-    # TODO: METER AQUÍ EL CROSSENCODER nuestro
-    question_encoded = similarity_model.encode([question])[0]
-    ctxs_encoded = similarity_model.encode(contexts)
-    similarity_scores = [
-        util.cos_sim(question_encoded, ctx_encoded) for ctx_encoded in ctxs_encoded
-    ]
-    similarity_ranking_idx = np.flip(np.argsort(similarity_scores))
-    return [contexts[idx] for idx in similarity_ranking_idx][:include_rank]
-"""
 
 def sort_on_similarity(question, contexts, include_rank: int = 5):
     question_encoded = similarity_model.encode([question])[0]