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PaddleSpeech/examples/iwslt2012/punc0
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Zhao Yuting 4c70f71671
Rename Ernie-tiny.yaml to ernie-tiny.yaml 		2 years ago
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README.md

Punctuation Restoration with IWLST2012-Zh

Get Started

Data Preprocessing

./run.sh --stage 0 --stop-stage 0

Model Training

./run.sh --stage 1 --stop-stage 1

Testing

./run.sh --stage 2 --stop-stage 2

Punctuation Restoration

./run.sh --stage 3 --stop-stage 3

Pretrained Model

The pretrained model can be downloaded here:

ernie_linear_p3_iwslt2012_zh_ckpt_0.1.1.zip

ernie-3.0-base.tar.gz

ernie-3.0-medium.tar.gz

ernie-3.0-micro.tar.gz

ernie-mini.tar.gz

ernie-nano.tar.gz

ernie-tiny.tar.gz

Test Result

  • Ernie 1.0
    COMMA PERIOD QUESTION OVERALL
    Precision 0.510955 0.526462 0.820755 0.619391
    Recall 0.517433 0.564179 0.861386 0.647666
    F1 0.514173 0.544669 0.840580 0.633141
  • Ernie-tiny
    COMMA PERIOD QUESTION OVERALL
    Precision 0.733177 0.721448 0.754717 0.736447
    Recall 0.380740 0.524646 0.733945 0.546443
    F1 0.501204 0.607506 0.744186 0.617632
  • Ernie-3.0-base-zh
    COMMA PERIOD QUESTION OVERALL
    Precision 0.805947 0.764160 0.858491 0.809532
    Recall 0.399070 0.567978 0.850467 0.605838
    F1 0.533817 0.651623 0.854460 0.679967
  • Ernie-3.0-medium-zh
    COMMA PERIOD QUESTION OVERALL
    Precision 0.730829 0.699164 0.707547 0.712514
    Recall 0.388196 0.533286 0.797872 0.573118
    F1 0.507058 0.605062 0.750000 0.620707
  • Ernie-3.0-mini-zh
    COMMA PERIOD QUESTION OVERALL
    Precision 0.757433 0.708449 0.707547 0.724477
    Recall 0.355752 0.506977 0.735294 0.532674
    F1 0.484121 0.591015 0.721154 0.598763
  • Ernie-3.0-micro-zh
    COMMA PERIOD QUESTION OVERALL
    Precision 0.733959 0.679666 0.726415 0.713347
    Recall 0.332742 0.483487 0.712963 0.509731
    F1 0.457896 0.565033 0.719626 0.580852
  • Ernie-3.0-nano-zh
    COMMA PERIOD QUESTION OVERALL
    Precision 0.693271 0.682451 0.754717 0.710146
    Recall 0.327784 0.491968 0.666667 0.495473
    F1 0.445114 0.571762 0.707965 0.574947