autoevaluator HF Staff
Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator
78c38f5 | language: en | |
| license: mit | |
| tags: | |
| - exbert | |
| datasets: | |
| - squad_v2 | |
| thumbnail: https://thumb.tildacdn.com/tild3433-3637-4830-a533-353833613061/-/resize/720x/-/format/webp/germanquad.jpg | |
| model-index: | |
| - name: deepset/bert-medium-squad2-distilled | |
| 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: 69.8231 | |
| name: Exact Match | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMmE4MGRkZTVjNmViMGNjYjVhY2E1NzcyOGQ1OWE1MWMzMjY5NWU0MmU0Y2I4OWU4YTU5OWQ5YTI2NWE1NmM0ZSIsInZlcnNpb24iOjF9.tnCJvWzMctTwiQu5yig_owO2ZI1t1MZz1AN2lQy4COAGOzuMovD-74acQvMbxJQoRfNNkIetz2hqYivf1lJKDw | |
| - type: f1 | |
| value: 72.9232 | |
| name: F1 | |
| verified: true | |
| verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZTMwNzk0ZDRjNGUyMjQyNzc1NzczZmUwMTU2MTM5MGQ3M2NhODlmOTU4ZDI0YjhlNTVjNDA1MGEwM2M1MzIyZSIsInZlcnNpb24iOjF9.eElGmTOXH_qHTNaPwZ-dUJfVz9VMvCutDCof_6UG_625MwctT_j7iVkWcGwed4tUnunuq1BPm-0iRh1RuuB-AQ | |
| ## Overview | |
| **Language model:** deepset/roberta-base-squad2-distilled | |
| **Language:** English | |
| **Training data:** SQuAD 2.0 training set | |
| **Eval data:** SQuAD 2.0 dev set | |
| **Infrastructure**: 1x V100 GPU | |
| **Published**: Apr 21st, 2021 | |
| ## Details | |
| - haystack's distillation feature was used for training. deepset/bert-large-uncased-whole-word-masking-squad2 was used as the teacher model. | |
| ## Hyperparameters | |
| ``` | |
| batch_size = 6 | |
| n_epochs = 2 | |
| max_seq_len = 384 | |
| learning_rate = 3e-5 | |
| lr_schedule = LinearWarmup | |
| embeds_dropout_prob = 0.1 | |
| temperature = 5 | |
| distillation_loss_weight = 1 | |
| ``` | |
| ## Performance | |
| ``` | |
| "exact": 68.6431398972458 | |
| "f1": 72.7637083790805 | |
| ``` | |
| ## Authors | |
| - Timo M枚ller: `timo.moeller [at] deepset.ai` | |
| - Julian Risch: `julian.risch [at] deepset.ai` | |
| - Malte Pietsch: `malte.pietsch [at] deepset.ai` | |
| - Michel Bartels: `michel.bartels [at] deepset.ai` | |
| ## About us | |
|  | |
| We bring NLP to the industry via open source! | |
| Our focus: Industry specific language models & large scale QA systems. | |
| Some of our work: | |
| - [German BERT (aka "bert-base-german-cased")](https://deepset.ai/german-bert) | |
| - [GermanQuAD and GermanDPR datasets and models (aka "gelectra-base-germanquad", "gbert-base-germandpr")](https://deepset.ai/germanquad) | |
| - [FARM](https://github.com/deepset-ai/FARM) | |
| - [Haystack](https://github.com/deepset-ai/haystack/) | |
| Get in touch: | |
| [Twitter](https://twitter.com/deepset_ai) | [LinkedIn](https://www.linkedin.com/company/deepset-ai/) | [Discord](https://haystack.deepset.ai/community/join) | [GitHub Discussions](https://github.com/deepset-ai/haystack/discussions) | [Website](https://deepset.ai) | |
| By the way: [we're hiring!](http://www.deepset.ai/jobs) |