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distilbert-base-cased-distilled-squad
autoevaluate/distilbert-base-cased-distilled-squad
distilbert-base-cased-distilled-squad is a question answering model from autoevaluate. Use it when the input is a question plus a passage. It is set up for transformers. The card lists the license as apache-2.0.
Note: This model is a clone of distilbert-base-cased-distilled-squad for internal testing.
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At a glance
- Task
- Question Answering
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Jul 19, 2022
- Updated
- Jul 20, 2022
- SHA
- d62c5ac3
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Datasets
Model card
From the Hugging Face model README
DistilBERT base cased distilled SQuAD
Note: This model is a clone of
distilbert-base-cased-distilled-squadfor internal testing.
This model is a fine-tune checkpoint of DistilBERT-base-cased, fine-tuned using (a second step of) knowledge distillation on SQuAD v1.1. This model reaches a F1 score of 87.1 on the dev set (for comparison, BERT bert-base-cased version reaches a F1 score of 88.7).
Using the question answering Evaluator from evaluate gives:
{'exact_match': 79.54588457899716,
'f1': 86.81181300991533,
'latency_in_seconds': 0.008683730778997168,
'samples_per_second': 115.15787689073015,
'total_time_in_seconds': 91.78703433400005}
which is roughly consistent with the official score.
- Task
- Question Answering
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Languages
- en
- Created
- Jul 19, 2022
- Updated
- Jul 20, 2022