README.md

@@ -1,42 +1,19 @@
 ---
-language: en
-license: cc-by-4.0
 datasets:
 - squad_v2
-model-index:
+license: cc-by-4.0
-- name: deepset/minilm-uncased-squad2
-  results:
-  - task:
-      type: question-answering
-      name: Question Answering
-    dataset:
-      name: squad_v2
-      type: squad_v2
-      config: squad_v2
-      split: validation
-    metrics:
-    - type: exact_match
-      value: 76.1921
-      name: Exact Match
-      verified: true
-      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNmViZTQ3YTBjYTc3ZDQzYmI1Mzk3MTAxM2MzNjdmMTc0MWY4Yzg2MWU3NGQ1MDJhZWI2NzY0YWYxZTY2OTgzMiIsInZlcnNpb24iOjF9.s4XCRs_pvW__LJ57dpXAEHD6NRsQ3XaFrM1xaguS6oUs5fCN77wNNc97scnfoPXT18A8RAn0cLTNivfxZm0oBA
-    - type: f1
-      value: 79.5483
-      name: F1
-      verified: true
-      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZmJlYTIyOTg2NjMyMzg4NzNlNGIzMTY2NDVkMjg0ODdiOWRmYjVkZDYyZjBjNWNiNTBhNjcwOWUzMDM4ZWJiZiIsInZlcnNpb24iOjF9.gxpwIBBA3_5xPi-TaZcqWNnGgCiHzxaUNgrS2jucxoVWGxhBtnPdwKVCxLleQoDDZenAXB3Yh71zMP3xTSeHCw
 ---
 
 # MiniLM-L12-H384-uncased for QA
 
 ## Overview
-**Language model:** microsoft/MiniLM-L12-H384-uncased  
+**Language model:** microsoft/MiniLM-L12-H384-uncased
-**Language:** English  
+**Language:** English
-**Downstream-task:** Extractive QA  
+**Downstream-task:** Extractive QA
-**Training data:** SQuAD 2.0  
+**Training data:** SQuAD 2.0
-**Eval data:** SQuAD 2.0  
+**Eval data:** SQuAD 2.0
-**Code:**  See [example](https://github.com/deepset-ai/FARM/blob/master/examples/question_answering.py) in [FARM](https://github.com/deepset-ai/FARM/blob/master/examples/question_answering.py)  
+**Code:**  See [example](https://github.com/deepset-ai/FARM/blob/master/examples/question_answering.py) in [FARM](https://github.com/deepset-ai/FARM/blob/master/examples/question_answering.py)
-**Infrastructure**: 1x Tesla v100  
+**Infrastructure**: 1x Tesla v100
 
 ## Hyperparameters
 
@@ -119,14 +96,15 @@ reader = TransformersReader(model="deepset/minilm-uncased-squad2",tokenizer="dee
 
 
 ## Authors
-**Vaishali Pal:** vaishali.pal@deepset.ai  
+Vaishali Pal `vaishali.pal [at] deepset.ai`
-**Branden Chan:** branden.chan@deepset.ai  
+Branden Chan: `branden.chan [at] deepset.ai`
-**Timo Möller:** timo.moeller@deepset.ai  
+Timo Möller: `timo.moeller [at] deepset.ai`
-**Malte Pietsch:** malte.pietsch@deepset.ai   
+Malte Pietsch: `malte.pietsch [at] deepset.ai`
-**Tanay Soni:** tanay.soni@deepset.ai  
+Tanay Soni: `tanay.soni [at] deepset.ai`
 
 ## About us
-![deepset logo](https://workablehr.s3.amazonaws.com/uploads/account/logo/476306/logo)
+![deepset logo](https://raw.githubusercontent.com/deepset-ai/FARM/master/docs/img/deepset_logo.png)
+
 We bring NLP to the industry via open source!
 Our focus: Industry specific language models & large scale QA systems.
 
@@ -137,6 +115,6 @@ Some of our work:
 - [Haystack](https://github.com/deepset-ai/haystack/)
 
 Get in touch:
-[Twitter](https://twitter.com/deepset_ai) | [LinkedIn](https://www.linkedin.com/company/deepset-ai/) | [Discord](https://haystack.deepset.ai/community/join) | [GitHub Discussions](https://github.com/deepset-ai/haystack/discussions) | [Website](https://deepset.ai)
+[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)
+By the way: [we're hiring!](https://apply.workable.com/deepset/)