Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator (#4)

- Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator (8a817a5ca391915bed2d57fb8635f6647e25e287)


Co-authored-by: Evaluation Bot <autoevaluator@users.noreply.huggingface.co>

README.md

@@ -1,19 +1,42 @@
 ---
+language: en
+license: cc-by-4.0
 datasets:
 - squad_v2
-license: cc-by-4.0
+model-index:
+- 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
 
@@ -96,15 +119,14 @@ reader = TransformersReader(model="deepset/minilm-uncased-squad2",tokenizer="dee
 
 
 ## Authors
-Vaishali Pal `vaishali.pal [at] deepset.ai`
+**Vaishali Pal:** vaishali.pal@deepset.ai  
-Branden Chan: `branden.chan [at] deepset.ai`
+**Branden Chan:** branden.chan@deepset.ai  
-Timo Möller: `timo.moeller [at] deepset.ai`
+**Timo Möller:** timo.moeller@deepset.ai  
-Malte Pietsch: `malte.pietsch [at] deepset.ai`
+**Malte Pietsch:** malte.pietsch@deepset.ai   
-Tanay Soni: `tanay.soni [at] deepset.ai`
+**Tanay Soni:** tanay.soni@deepset.ai  
 
 ## About us
-![deepset logo](https://raw.githubusercontent.com/deepset-ai/FARM/master/docs/img/deepset_logo.png)
+![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.
 
@@ -115,6 +137,6 @@ 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/) | [Slack](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/) | [Discord](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!](https://apply.workable.com/deepset/) 
+By the way: [we're hiring!](http://www.deepset.ai/jobs)