Semantic Graphs for Generating Deep Questions

@inproceedings{Pan2020SemanticGF,
  title={Semantic Graphs for Generating Deep Questions},
  author={Liangming Pan and Yuxi Xie and Yansong Feng and Tat-Seng Chua and Min-Yen Kan},
  booktitle={ACL},
  year={2020}
}
This paper proposes the problem of Deep Question Generation (DQG), which aims to generate complex questions that require reasoning over multiple pieces of information of the input passage. In order to capture the global structure of the document and facilitate reasoning, we propose a novel framework which first constructs a semantic-level graph for the input document and then encodes the semantic graph by introducing an attention-based GGNN (Att-GGNN). Afterwards, we fuse the document-level and… Expand

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References

SHOWING 1-10 OF 39 REFERENCES
Question Answering by Reasoning Across Documents with Graph Convolutional Networks
Improving Neural Question Generation using Answer Separation
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering
Question Generation for Question Answering
Neural Question Generation from Text: A Preliminary Study
Learning to Generate Questions by LearningWhat not to Generate
Learning to Ask: Neural Question Generation for Reading Comprehension
Towards Automatic Topical Question Generation
...
1
2
3
4
...