Fixes

app.py

@@ -60,7 +60,7 @@ def get_views(action):
 
 def construct_model_info_for_display(model_names):
     options_arr  = []
-    markdown_str = f"<div style=\"font-size:16px; color: #2f2f2f; text-align: left\"><br/><b>Models evaluated ({len(model_names)})</b><br/><i>These are either state-of-the-art or the most downloaded models on Huggingface</i></div>"
+    markdown_str = f"<div style=\"font-size:16px; color: #2f2f2f; text-align: left\"><br/><b>Models evaluated ({len(model_names)})</b><br/><i>These are either state-of-the-art or the most downloaded models on Hugging Face</i></div>"
     markdown_str += f"<div style=\"font-size:2px; color: #2f2f2f; text-align: left\"><br/></div>"
     for node in model_names:
         options_arr .append(node["name"])
@@ -231,8 +231,8 @@ def app_main(app_mode,example_files,model_name_files,clus_types):
         selected_model = st.selectbox(label=selection_label,  
                     options = options_arr, index=0,  key = "twc_model")
         st.write("")
-        custom_model_selection = st.text_input("Model not listed above? Type any Huggingface sentence embedding model name ", "",key="custom_model")
-        hf_link_str = "<div style=\"font-size:12px; color: #9f9f9f; text-align: left\"><a href='https://huggingface.co/models?pipeline_tag=sentence-similarity' target = '_blank'>List of Huggingface sentence embedding models</a><br/><br/><br/></div>"
+        custom_model_selection = st.text_input("Model not listed above? Type any Hugging Face sentence embedding model name ", "",key="custom_model")
+        hf_link_str = "<div style=\"font-size:12px; color: #9f9f9f; text-align: left\"><a href='https://huggingface.co/models?pipeline_tag=sentence-similarity' target = '_blank'>List of Hugging Face sentence embedding models</a><br/><br/><br/></div>"
         st.markdown(hf_link_str, unsafe_allow_html=True)
         threshold = st.number_input('Choose a zscore threshold (number of std devs from mean)',value=st.session_state["threshold"],min_value = 0.0,step=.01)
         st.write("")