Update README.md

README.md

@@ -23,7 +23,7 @@ pipeline_tag: sentence-similarity
 ## Training Data
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/ZjcHW24iKsvUYBhoL7eMM.png)
-Figure:Open dataset sources for sentence transformers (271M in total)
+Figure: Open dataset sources for sentence transformers (271M in total)
 
 Additionally, 2.6M abstract + title pairs collected from NASA SMD documents.
 
@@ -43,6 +43,9 @@ Following models are evaluated:
 5. nasa-smd-ibm-rtvr_v0.1
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/zbeBb8mh0wgdTu1Gc-j1I.png)
+Figure: BEIR Evaluation Metrics
+
+
 
 ## Uses
 - Information Retreival
@@ -50,6 +53,21 @@ Following models are evaluated:
 
 For NASA SMD related, scientific usecases.
 
+### Usage
+
+```python
+
+from sentence_transformers import SentenceTransformer, util
+model = SentenceTransformer('path_to_slate_model')
+input_queries = [
+'query: how much protein should a female eat', 'query: summit define']
+input_passages = [
+"As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 grams per day.
+But, as you can see from this chart, you'll need to increase that if you're expecting or training for a marathon. Check out the chart below to see how much protein you should be eating each day.",
+"Definition of summit for English Language Learners. : 1 the highest point of a mountain : the top of a mountain. : 2 the highest level. : 3 a meeting or series of meetings between the leaders of two or more governments."]
+query_embeddings = model.encode(input_queries) passage_embeddings = model.encode(input_passages) print(util.cos_sim(query_embeddings, passage_embeddings))
+```
+
 ## Citation
 If you find this work useful, please cite using the following bibtex citation: