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deepset / bert-medium-squad2-distilled
Model's Last Updated: September 24 2024
question-answering
Introduction of bert-medium-squad2-distilled
Model Details of bert-medium-squad2-distilled
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 Möller:
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
Our focus: Industry specific language models & large scale QA systems.
Some of our work:
- German BERT (aka "bert-base-german-cased")
- GermanQuAD and GermanDPR datasets and models (aka "gelectra-base-germanquad", "gbert-base-germandpr")
- FARM
- Haystack
Get in touch: Twitter | LinkedIn | Discord | GitHub Discussions | Website
By the way: we're hiring!
Runs of deepset bert-medium-squad2-distilled on huggingface.co
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More Information About bert-medium-squad2-distilled huggingface.co Model
Url of bert-medium-squad2-distilled
bert-medium-squad2-distilled huggingface.co Url
Provider of bert-medium-squad2-distilled huggingface.co
Other API from deepset
Updated: September 24 2024
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