Update app.py

app.py

@@ -13,12 +13,12 @@ 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 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.
+All were trained on all the datasets 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
+In addition, we trained 20 models focused on general-purpose, QuestionAnswering and Code search.
+View our models here: https://huggingface.co/flax-sentence-embeddings
 
-*To evaluate the [flax-sentence-embeddings](https://huggingface.co/flax-sentence-embeddings) Sentence Similarity models for Gender Bias based on stereotypical occupations, we created an evaluation set which can be found [here](https://huggingface.co/datasets/manandey/Gender_Bias_Evaluation)*
+To evaluate the [flax-sentence-embeddings](https://huggingface.co/flax-sentence-embeddings) Sentence Similarity models for Gender Bias based on stereotypical occupations, we created an evaluation set which can be found [here](https://huggingface.co/datasets/manandey/Gender_Bias_Evaluation)
 
 ''')