Update README.md

README.md

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 license: afl-3.0
 ---
 
+
+This model was trained with the [Rankers Library](`https://github.com/davidmrau/rankers`) please check https://github.com/davidmrau/rankers#Evaluation to learn how to use the model. 
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+This Cross Encoder Model was trained on the official MS MARCO training triples using the following training parameters: 
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+- batch size: 128
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+- learning rate 3e-6
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+- Optimizer: Adam
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+
 <strong>Example on how to load and use BOW-BERT: <strong>
-```
+```python
 from transformers import AutoModelForSequenceClassification, AutoTokenizer
 
 # load model