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deepset / bert-base-uncased-squad2
Model's Last Updated: September 24 2024
question-answering
Introduction of bert-base-uncased-squad2
Model Details of bert-base-uncased-squad2
bert-base-uncased for QA
Overview
Language model:
bert-base-uncased
Language:
English
Downstream-task:
Extractive QA
Training data:
SQuAD 2.0
Eval data:
SQuAD 2.0
Infrastructure
: 1x Tesla v100
Hyperparameters
batch_size = 32
n_epochs = 3
base_LM_model = "bert-base-uncased"
max_seq_len = 384
learning_rate = 3e-5
lr_schedule = LinearWarmup
warmup_proportion = 0.2
doc_stride=128
max_query_length=64
Performance
"exact": 73.67977764676156
"f1": 77.87647139308865
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-base-uncased-squad2 on huggingface.co
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More Information About bert-base-uncased-squad2 huggingface.co Model
Url of bert-base-uncased-squad2
bert-base-uncased-squad2 huggingface.co Url
Provider of bert-base-uncased-squad2 huggingface.co
Other API from deepset
Updated: September 24 2024
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