Markdown header

app.py

@@ -11,7 +11,12 @@ menu = st.sidebar.radio("", options=["Sentence Similarity", "Asymmetric QA", "Se
 
 st.markdown('''
 
-Hi! This is the demo for the [flax sentence embeddings](https://huggingface.co/flax-sentence-embeddings) created for the **Flax/JAX community week 🤗**. We are going to use three flax-sentence-embeddings models: a **distilroberta base**, a **mpnet base** and a **minilm-l6**. All were trained on all the dataset of the 1B+ train corpus with the v3 setup.
+Hi! This is the demo for the [flax sentence embeddings](https://huggingface.co/flax-sentence-embeddings) created for the **Flax/JAX community week 🤗**. 
+We trained three general-purpose flax-sentence-embeddings models: a **distilroberta base**, a **mpnet base** and a **minilm-l6**. 
+All were trained on all the dataset of the 1B+ train corpus with the v3 setup.
+
+In addition, we trained 20 models focused on general-purpose, QuestionAnswering and Codesearch.
+View our models here : https://huggingface.co/flax-sentence-embeddings
 
 ''')
 

requirements.txt

@@ -6,4 +6,5 @@ streamlit
 numpy
 torch
 scikit-learn
-plotly
+plotly
+matplotlib