Corpus ID: 211076100

Training with Streaming Annotation

@article{Zhang2020TrainingWS,
  title={Training with Streaming Annotation},
  author={Tongtao Zhang and Huai-zhong Ji and Shih-Fu Chang and Marjorie Freedman},
  journal={ArXiv},
  year={2020},
  volume={abs/2002.04165}
}
  • Tongtao Zhang, Huai-zhong Ji, +1 author Marjorie Freedman
  • Published in ArXiv 2020
  • Computer Science
  • In this paper, we address a practical scenario where training data is released in a sequence of small-scale batches and annotation in earlier phases has lower quality than the later counterparts. To tackle the situation, we utilize a pre-trained transformer network to preserve and integrate the most salient document information from the earlier batches while focusing on the annotation (presumably with higher quality) from the current batch. Using event extraction as a case study, we demonstrate… CONTINUE READING

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