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sentence-embeddings

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Trent commited on Jul 26, 2021

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411a9f4

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@@ -15,7 +15,8 @@ menu = st.sidebar.radio("", options=["Contributions & Evaluation", "Sentence Sim
 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 trained multiple general-purpose flax-sentence-embeddings models starting from different BERT models including
 distilroberta, mpnet and MiniLM-l6. They were trained using Siamese network configuration with custom **Contrastive Loss**
 inspired by OpenAI CLIP. The models were trained on a dataset comprising of [1 Billion+ training corpus](https://huggingface.co/flax-sentence-embeddings/all_datasets_v4_MiniLM-L6#training-data) with the v3 setup.

 st.markdown('''
+Sentence Transformers is a set of Frameworks & Models that are trained to generate Sentence Embeddings. Generated
+Sentence Embeddings can be used for Sentence Simliarity / Asymmetric QA / Semantic Search / Clustering among other tasks.
 We trained multiple general-purpose flax-sentence-embeddings models starting from different BERT models including
 distilroberta, mpnet and MiniLM-l6. They were trained using Siamese network configuration with custom **Contrastive Loss**
 inspired by OpenAI CLIP. The models were trained on a dataset comprising of [1 Billion+ training corpus](https://huggingface.co/flax-sentence-embeddings/all_datasets_v4_MiniLM-L6#training-data) with the v3 setup.