Learning a Natural Language Interface with Neural Programmer

@article{Neelakantan2016LearningAN,
  title={Learning a Natural Language Interface with Neural Programmer},
  author={Arvind Neelakantan and Quoc V. Le and Mart{\'i}n Abadi and Andrew McCallum and Dario Amodei},
  journal={CoRR},
  year={2016},
  volume={abs/1611.08945}
}
Learning a natural language interface for database tables is a challenging task that involves deep language understanding and multi-step reasoning. The task is often approached by mapping natural language queries to logical forms or programs that provide the desired response when executed on the database. To our knowledge, this paper presents the first weakly supervised, end-to-end neural network model to induce such programs on a real-world dataset. We enhance the objective function of Neural… CONTINUE READING
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