Corpus ID: 31253046

Punctuation Prediction for Unsegmented Transcript Based on Word Vector

@inproceedings{Che2016PunctuationPF,
  title={Punctuation Prediction for Unsegmented Transcript Based on Word Vector},
  author={Xiaoyin Che and Cheng Wang and Haojin Yang and C. Meinel},
  booktitle={LREC},
  year={2016}
}
  • Xiaoyin Che, Cheng Wang, +1 author C. Meinel
  • Published in LREC 2016
  • Computer Science
  • In this paper we propose an approach to predict punctuation marks for unsegmented speech transcript. [...] Key Method A training model of Deep Neural Network (DNN) or Convolutional Neural Network (CNN) is applied to classify whether a punctuation mark should be inserted after the third word of a 5-words sequence and which kind of punctuation mark the inserted one should be. TED talks within IWSLT dataset are used in both training and evaluation phases. The proposed approach shows its effectiveness by achieving…Expand Abstract
    51 Citations

    Figures, Tables, and Topics from this paper

    Explore Further: Topics Discussed in This Paper

    Joint Word- and Character-level Embedding CNN-RNN Models for Punctuation Restoration
    • 8
    Self-attention Based Model for Punctuation Prediction Using Word and Speech Embeddings
    • Jiangyan Yi, J. Tao
    • Computer Science
    • ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
    • 2019
    • 15
    • Highly Influenced
    Using bidirectional LSTM with BERT for Chinese punctuation prediction
    • Highly Influenced
    Experiments in Character-Level Neural Network Models for Punctuation
    • 8
    • Highly Influenced
    • PDF
    Self-Attention Based Network for Punctuation Restoration
    • 5
    Transfer Learning for Punctuation Prediction
    • 3
    Investigating for Punctuation Prediction in Chinese Speech Transcriptions
    • Xin Liu, Y. Liu, Xiao Song
    • Computer Science
    • 2018 International Conference on Asian Language Processing (IALP)
    • 2018
    • 1
    Multimodal Punctuation Prediction with Contextual Dropout
    • Highly Influenced
    • PDF
    Punctuation Prediction in Spontaneous Conversations: Can We Mitigate ASR Errors with Retrofitted Word Embeddings?
    • 1
    • PDF

    References

    SHOWING 1-10 OF 24 REFERENCES
    LSTM for punctuation restoration in speech transcripts
    • 71
    • PDF
    Restoring punctuation and capitalization in transcribed speech
    • 98
    • PDF
    Better Punctuation Prediction with Dynamic Conditional Random Fields
    • 93
    • PDF
    Improved models for automatic punctuation prediction for spoken and written text
    • 49
    • Highly Influential
    • PDF
    Improving speech translation with automatic boundary prediction
    • 46
    • PDF
    A Convolutional Neural Network for Modelling Sentences
    • 2,550
    • PDF
    Multi-pass sentence-end detection of lecture speech
    • 14
    • PDF
    Dynamic Conditional Random Fields for Joint Sentence Boundary and Punctuation Prediction
    • 22
    • PDF
    A deep neural network approach for sentence boundary detection in broadcast news
    • 27
    • PDF