NeuML / bert-small-cord19qa

huggingface.co
Total runs: 2.2K
24-hour runs: 6
7-day runs: 231
30-day runs: 810
Model's Last Updated: May 19 2021
question-answering

Introduction of bert-small-cord19qa

Model Details of bert-small-cord19qa

BERT-Small fine-tuned on CORD-19 QA dataset

bert-small-cord19-squad model fine-tuned on the CORD-19 QA dataset .

CORD-19 QA dataset

The CORD-19 QA dataset is a SQuAD 2.0 formatted list of question, context, answer combinations covering the CORD-19 dataset .

Building the model
python run_squad.py \
    --model_type bert \
    --model_name_or_path bert-small-cord19-squad \
    --do_train \
    --do_lower_case \
    --version_2_with_negative \
    --train_file cord19-qa.json \
    --per_gpu_train_batch_size 8 \
    --learning_rate 5e-5 \
    --num_train_epochs 10.0 \
    --max_seq_length 384 \
    --doc_stride 128 \
    --output_dir bert-small-cord19qa \
    --save_steps 0 \
    --threads 8 \
    --overwrite_cache \
    --overwrite_output_dir
Testing the model

Example usage below:

from transformers import pipeline

qa = pipeline(
    "question-answering",
    model="NeuML/bert-small-cord19qa",
    tokenizer="NeuML/bert-small-cord19qa"
)

qa({
    "question": "What is the median incubation period?",
    "context": "The incubation period is around 5 days (range: 4-7 days) with a maximum of 12-13 day"
})

qa({
    "question": "What is the incubation period range?",
    "context": "The incubation period is around 5 days (range: 4-7 days) with a maximum of 12-13 day"
})

qa({
    "question": "What type of surfaces does it persist?",
    "context": "The virus can survive on surfaces for up to 72 hours such as plastic and stainless steel ."
})
{"score": 0.5970273583242793, "start": 32, "end": 38, "answer": "5 days"}
{"score": 0.999555868193891, "start": 39, "end": 56, "answer": "(range: 4-7 days)"}
{"score": 0.9992726505196998, "start": 61, "end": 88, "answer": "plastic and stainless steel"}

Runs of NeuML bert-small-cord19qa on huggingface.co

2.2K
Total runs
6
24-hour runs
-134
3-day runs
231
7-day runs
810
30-day runs

More Information About bert-small-cord19qa huggingface.co Model

bert-small-cord19qa huggingface.co

bert-small-cord19qa huggingface.co is an AI model on huggingface.co that provides bert-small-cord19qa's model effect (), which can be used instantly with this NeuML bert-small-cord19qa model. huggingface.co supports a free trial of the bert-small-cord19qa model, and also provides paid use of the bert-small-cord19qa. Support call bert-small-cord19qa model through api, including Node.js, Python, http.

bert-small-cord19qa huggingface.co Url

https://huggingface.co/NeuML/bert-small-cord19qa

NeuML bert-small-cord19qa online free

bert-small-cord19qa huggingface.co is an online trial and call api platform, which integrates bert-small-cord19qa's modeling effects, including api services, and provides a free online trial of bert-small-cord19qa, you can try bert-small-cord19qa online for free by clicking the link below.

NeuML bert-small-cord19qa online free url in huggingface.co:

https://huggingface.co/NeuML/bert-small-cord19qa

bert-small-cord19qa install

bert-small-cord19qa is an open source model from GitHub that offers a free installation service, and any user can find bert-small-cord19qa on GitHub to install. At the same time, huggingface.co provides the effect of bert-small-cord19qa install, users can directly use bert-small-cord19qa installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

bert-small-cord19qa install url in huggingface.co:

https://huggingface.co/NeuML/bert-small-cord19qa

Url of bert-small-cord19qa

bert-small-cord19qa huggingface.co Url

Provider of bert-small-cord19qa huggingface.co

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