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

README.md

@@ -1,39 +1,3 @@
-## Albert Transformer on SQuAD-v2
-
-Training is done on the [SQuAD_v2](https://rajpurkar.github.io/SQuAD-explorer/) dataset. The model can be accessed via HuggingFace:
-
-## Model Specifications
-
-We have used the following parameters:
-
-- num_train_epochs=0.25,              
-- per_device_train_batch_size=5,    
-- per_device_eval_batch_size=10,  
-- warmup_steps=100,                
-- weight_decay=0.01,               
-
-## Usage Specifications
-
-```python
-from transformers import AutoTokenizer,AutoModelForQuestionAnswering
-from transformers import pipeline
-model=AutoModelForQuestionAnswering.from_pretrained('abhilash1910/albert-squad-v2')
-tokenizer=AutoTokenizer.from_pretrained('abhilash1910/albert-squad-v2')
-nlp_QA=pipeline('question-answering',model=model,tokenizer=tokenizer)
-QA_inp={
-    'question': 'How many parameters does Bert large have?',
-    'context': 'Bert large is really big... it has 24 layers, for a total of 340M parameters.Altogether it is 1.34 GB so expect it to take a couple minutes to download to your Colab instance.'
-}
-result=nlp_QA(QA_inp)
-result
-```
-## Result
-
-The result is:
-
-
-{'answer': '340M', 'end': 65, 'score': 0.14847151935100555, 'start': 61}
-
 ---
 language:
 - en
@@ -52,12 +16,14 @@ model-index:
       config: squad_v2
       split: validation
     metrics:
-    - name: Exact Match
-      type: exact_match
+    - type: exact_match
       value: 23.6563
+      name: Exact Match
       verified: true
-    - name: F1
-      type: f1
+      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZTE5ZTM2YzIwZjBhYjM0ZDUyNzBiMjg1YjZhMGJiMGViMjYzYjQ5ZmI4MGFkYmU4YjY1OTNjYzAwZWRlZjIwNSIsInZlcnNpb24iOjF9.jlvV8WRPSPKJm6UdApoh-dXcAOmLPtF5smsHt39RoO4sFzzbH6elUz5yPF5Lt9Yc2YDIl6c8JDsODqMxmsD0Bg
+    - type: f1
       value: 29.3808
+      name: F1
       verified: true
+      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiN2ZjYWRlYTI1NDkwYzNhMzM5YTg2NjZmODg0NjNkOGM3YjM2NTlkYjVhZWI0MzlmNjNkMTMxODlkNTY3ODBkMiIsInZlcnNpb24iOjF9.CR1MYeU3uqld9bbI8CLupMtote4WEG9fIq9enwhFJfVpChIT9BGKm86zaPmXHg0yBaNHgkMaEt_a-DaIdiEwAg
 ---