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Browse files- .gitattributes +5 -29
- README.md +56 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
.gitattributes
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README.md
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---
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language:
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- en
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thumbnail: https://github.com/karanchahal/distiller/blob/master/distiller.jpg
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tags:
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- question-answering
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license: apache-2.0
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datasets:
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- squad
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metrics:
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- squad
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---
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# DistilBERT with a second step of distillation
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## Model description
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This model replicates the "DistilBERT (D)" model from Table 2 of the [DistilBERT paper](https://arxiv.org/pdf/1910.01108.pdf). In this approach, a DistilBERT student is fine-tuned on SQuAD v1.1, but with a BERT model (also fine-tuned on SQuAD v1.1) acting as a teacher for a second step of task-specific distillation.
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In this version, the following pre-trained models were used:
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* Student: `distilbert-base-uncased`
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* Teacher: `lewtun/bert-base-uncased-finetuned-squad-v1`
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## Training data
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This model was trained on the SQuAD v1.1 dataset which can be obtained from the `datasets` library as follows:
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```python
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from datasets import load_dataset
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squad = load_dataset('squad')
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```
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## Training procedure
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## Eval results
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| | Exact Match | F1 |
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|------------------|-------------|------|
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| DistilBERT paper | 79.1 | 86.9 |
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| Ours | 78.4 | 86.5 |
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The scores were calculated using the `squad` metric from `datasets`.
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### BibTeX entry and citation info
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```bibtex
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@misc{sanh2020distilbert,
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title={DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter},
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author={Victor Sanh and Lysandre Debut and Julien Chaumond and Thomas Wolf},
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year={2020},
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eprint={1910.01108},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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```
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:24283a1b9a84d3201c5822c359e58d3562ab74e13cfc6ba5c492df07c82ab121
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size 265499080
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special_tokens_map.json
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{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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tokenizer_config.json
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{"do_lower_case": true, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "name_or_path": "distilbert-base-uncased"}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:ed6426209b938175459b2894cca548a10e665caf78af631330d1966cc28d6f44
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size 2095
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vocab.txt
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