Update README.md

README.md

@@ -9,50 +9,14 @@ license: cc-by-4.0
 ---
 
 ---
-language: en
-license: cc-by-4.0
-datasets:
-- squad_v2
-model-index:
-- name: Aviskaaram-ekta
-  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: -
-      name: Exact Match
-      verified: true
-      verifyToken: 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
-
-    - type: f1
-      value: -
-      name: F1
-      verified: true
-      verifyToken: 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
-
-    - type: total
-      value: 11869
-      name: total
-      verified: true
-      verifyToken: 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
-
----
-
-# Aviskaaram-ekta for QA 
+# AVISHKAARAM/avishkaarak-ekta-hindi for QA 
 
-This is the [Aviskaaram-ekta](https://huggingface.co/) model, fine-tuned using the [SQuAD2.0](https://huggingface.co/datasets/squad_v2) dataset. It's been trained on question-answer pairs, including unanswerable questions, for the task of Question Answering. 
+This is the [avishkaarak-ekta-hindi](https://huggingface.co/AVISHKAARAM/avishkaarak-ekta-hindi) model, fine-tuned using the [SQuAD2.0](https://huggingface.co/datasets/squad_v2) dataset. It's been trained on question-answer pairs, including unanswerable questions, for the task of Question Answering. 
 
 
 ## Overview
-**Language model:**Aviskaaram-ekta
-**Language:** English  
+**Language model:** avishkaarak-ekta-hindi  
+**Language:** English, Hindi(Upcoming)  
 **Downstream-task:** Extractive QA  
 **Training data:** SQuAD 2.0  
 **Eval data:** SQuAD 2.0  
@@ -73,7 +37,6 @@ doc_stride=128
 max_query_length=64
 ``` 
 
-
 ## Usage
 
 ### In Haystack
@@ -83,7 +46,7 @@ reader = FARMReader(model_name_or_path="AVISHKAARAM/avishkaarak-ekta-hindi")
 # or 
 reader = TransformersReader(model_name_or_path="AVISHKAARAM/avishkaarak-ekta-hindi",tokenizer="deepset/roberta-base-squad2")
 ```
-For a complete example of ``avishkaarak-ekta-hindi`` being used for  Question Answering, check out the [Tutorials in Haystack Documentation](https://haystack.deepset.ai/tutorials/first-qa-system)
+For a complete example of ``AVISHKAARAM/avishkaarak-ekta-hindi`` being used for  Question Answering, check out the [Tutorials in Haystack Documentation](https://haystack.deepset.ai/tutorials/first-qa-system)
 
 ### In Transformers
 ```python
@@ -108,46 +71,19 @@ tokenizer = AutoTokenizer.from_pretrained(model_name)
 Evaluated on the SQuAD 2.0 dev set with the [official eval script](https://worksheets.codalab.org/rest/bundles/0x6b567e1cf2e041ec80d7098f031c5c9e/contents/blob/).
 
 ```
-"exact": ,
-"f1": ,
-
-"total": ,
-"HasAns_exact": ,
-"HasAns_f1": ,
-"HasAns_total": ,
-"NoAns_exact": ,
-"NoAns_f1": ,
-"NoAns_total": 
+"exact": 79.87029394424324,
+"f1": 82.91251169582613,
+
+"total": 11873,
+"HasAns_exact": 77.93522267206478,
+"HasAns_f1": 84.02838248389763,
+"HasAns_total": 5928,
+"NoAns_exact": 81.79983179142137,
+"NoAns_f1": 81.79983179142137,
+"NoAns_total": 5945
 ```
 
 ## Authors
-**Branden Chan:** branden.chan@deepset.ai  
-**Timo Möller:** timo.moeller@deepset.ai  
-**Malte Pietsch:** malte.pietsch@deepset.ai  
-**Tanay Soni:**  tanay.soni@deepset.ai 
-
-## About us
-
-<div class="grid lg:grid-cols-2 gap-x-4 gap-y-3">
-    <div class="w-full h-40 object-cover mb-2 rounded-lg flex items-center justify-center">
-         <img alt="" src="https://raw.githubusercontent.com/deepset-ai/.github/main/deepset-logo-colored.png" class="w-40"/>
-     </div>
-     <div class="w-full h-40 object-cover mb-2 rounded-lg flex items-center justify-center">
-         <img alt="" src="https://raw.githubusercontent.com/deepset-ai/.github/main/haystack-logo-colored.png" class="w-40"/>
-     </div>
-</div>
-
-[deepset](http://deepset.ai/) is the company behind the open-source NLP framework [Haystack](https://haystack.deepset.ai/) which is designed to help you build production ready NLP systems that use: Question answering, summarization, ranking etc.
-
-
-
-## Get in touch and join the Haystack community
-
-<p>For more info on Haystack, visit our <strong><a href="https://github.com/deepset-ai/haystack">GitHub</a></strong> repo and <strong><a href="https://docs.haystack.deepset.ai">Documentation</a></strong>. 
-
-We also have a <strong><a class="h-7" href="https://haystack.deepset.ai/community">Discord community open to everyone!</a></strong></p>
-
-[Twitter](https://twitter.com/deepset_ai) | [LinkedIn](https://www.linkedin.com/company/deepset-ai/) | [Discord](https://haystack.deepset.ai/community) | [GitHub Discussions](https://github.com/deepset-ai/haystack/discussions) | [Website](https://deepset.ai)
-
-By the way: [we're hiring!](http://www.deepset.ai/jobs) 
+**Shashwat Bindal:** optimus.coders.@ai
 
+**Sanoj:** optimus.coders.@ai