Create README.md

README.md

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+---
+language: en
+datasets:
+- squad_v2
+license: mit
+thumbnail: https://thumb.tildacdn.com/tild3433-3637-4830-a533-353833613061/-/resize/720x/-/format/webp/germanquad.jpg
+tags:
+- exbert
+---
+
+## Overview
+**Language model:** deepset/tinybert-6L-768D-squad2   
+**Language:** English  
+**Training data:** SQuAD 2.0 training set x 20 augmented + SQuAD 2.0 training set
+**Eval data:** SQuAD 2.0 dev set
+**Infrastructure**: 1x V100 GPU  
+**Published**: Dec 8th, 2021
+
+## Details
+- haystack's intermediate layer and prediction layer distillation features were used for training (based on [TinyBERT](https://arxiv.org/pdf/1909.10351.pdf)). deepset/bert-base-uncased-squad2 was used as the teacher model.
+
+## Hyperparameters
+### Intermediate layer distillation
+```
+batch_size = 26
+n_epochs = 5
+max_seq_len = 384
+learning_rate = 5e-5
+lr_schedule = LinearWarmup
+embeds_dropout_prob = 0.1
+temperature = 1
+distillation_loss_weight = 0.75
+```
+### Prediction layer distillation 
+```
+batch_size = 26
+n_epochs = 5
+max_seq_len = 384
+learning_rate = 3e-5
+lr_schedule = LinearWarmup
+embeds_dropout_prob = 0.1
+temperature = 1
+distillation_loss_weight = 0.75
+```
+## Performance
+```
+"exact": 71.87736882001179
+"f1": 76.36111895973675
+```
+
+## Authors
+- Timo Möller: `timo.moeller [at] deepset.ai`
+- Julian Risch: `julian.risch [at] deepset.ai`
+- Malte Pietsch: `malte.pietsch [at] deepset.ai`
+- Michel Bartels: `michel.bartels [at] deepset.ai`
+## About us
+![deepset logo](https://workablehr.s3.amazonaws.com/uploads/account/logo/476306/logo)
+We bring NLP to the industry via open source!  
+Our focus: Industry specific language models & large scale QA systems.  
+  
+Some of our work: 
+- [German BERT (aka "bert-base-german-cased")](https://deepset.ai/german-bert)
+- [GermanQuAD and GermanDPR datasets and models (aka "gelectra-base-germanquad", "gbert-base-germandpr")](https://deepset.ai/germanquad)
+- [FARM](https://github.com/deepset-ai/FARM)
+- [Haystack](https://github.com/deepset-ai/haystack/)
+
+Get in touch:
+[Twitter](https://twitter.com/deepset_ai) | [LinkedIn](https://www.linkedin.com/company/deepset-ai/) | [Slack](https://haystack.deepset.ai/community/join) | [GitHub Discussions](https://github.com/deepset-ai/haystack/discussions) | [Website](https://deepset.ai)
+
+By the way: [we're hiring!](http://www.deepset.ai/jobs)