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Update README.md
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README.md
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- deberta-v3
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- mdeberta
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- question-answering
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---
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# mdeberta-v3-base for QA
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# b) Load model & tokenizer
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model = AutoModelForQuestionAnswering.from_pretrained(model_name)
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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```
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- deberta-v3
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- mdeberta
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- question-answering
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model-index:
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- name: sjrhuschlee/mdeberta-v3-base-squad2
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results:
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- task:
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type: question-answering
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name: Question Answering
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dataset:
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name: squad_v2
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type: squad_v2
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config: squad_v2
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split: validation
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metrics:
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- type: exact_match
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value: 80.3841
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name: Exact Match
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- type: f1
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value: 83.8713
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name: F1
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- task:
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type: question-answering
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name: Question Answering
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dataset:
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name: squad
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type: squad
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config: plain_text
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split: validation
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metrics:
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- type: exact_match
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value: 83.7843
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name: Exact Match
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- type: f1
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value: 90.9635
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name: F1
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---
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# mdeberta-v3-base for QA
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# b) Load model & tokenizer
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model = AutoModelForQuestionAnswering.from_pretrained(model_name)
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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```
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### Metrics
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```bash
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# Squad v2
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{
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"eval_HasAns_exact": 77.7327935222672,
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"eval_HasAns_f1": 84.7172608568916,
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"eval_HasAns_total": 5928,
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"eval_NoAns_exact": 83.02775441547519,
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"eval_NoAns_f1": 83.02775441547519,
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"eval_NoAns_total": 5945,
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"eval_best_exact": 80.38406468457846,
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"eval_best_exact_thresh": 0.0,
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"eval_best_f1": 83.87129810154576,
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"eval_best_f1_thresh": 0.0,
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"eval_exact": 80.38406468457846,
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"eval_f1": 83.87129810154582,
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"eval_runtime": 221.4855,
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"eval_samples": 12054,
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"eval_samples_per_second": 54.423,
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"eval_steps_per_second": 2.271,
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"eval_total": 11873
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}
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# Squad
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{
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"eval_exact_match": 83.78429517502366,
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"eval_f1": 90.96354972948996,
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"eval_runtime": 197.0364,
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"eval_samples": 10715,
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"eval_samples_per_second": 54.381,
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"eval_steps_per_second": 2.269
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}
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```
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