Step-by-Step: Separating Planning from Realization in Neural Data-to-Text Generation

@article{Moryossef2019StepbyStepSP,
  title={Step-by-Step: Separating Planning from Realization in Neural Data-to-Text Generation},
  author={Amit Moryossef and Yoav Goldberg and Ido Dagan},
  journal={CoRR},
  year={2019},
  volume={abs/1904.03396}
}
Data-to-text generation can be conceptually divided into two parts: ordering and structuring the information (planning), and generating fluent language describing the information (realization). Modern neural generation systems conflate these two steps into a single end-to-end differentiable system. We propose to split the generation process into a symbolic text-planning stage that is faithful to the input, followed by a neural generation stage that focuses only on realization. For training a… CONTINUE READING
Tweets
This paper has been referenced on Twitter 19 times. VIEW TWEETS

From This Paper

Figures and tables from this paper.

References

Publications referenced by this paper.
SHOWING 1-10 OF 39 REFERENCES

Similar Papers

Loading similar papers…