Learning Natural Language Inference using Bidirectional LSTM model and Inner-Attention

@article{Liu2016LearningNL,
  title={Learning Natural Language Inference using Bidirectional LSTM model and Inner-Attention},
  author={Yang Liu and Chengjie Sun and Lei Lin and Xiaolong Wang},
  journal={CoRR},
  year={2016},
  volume={abs/1605.09090}
}
In this paper, we proposed a sentence encoding-based model for recognizing text entailment. In our approach, the encoding of sentence is a two-stage process. Firstly, average pooling was used over word-level bidirectional LSTM (biLSTM) to generate a firststage sentence representation. Secondly, attention mechanism was employed to replace average pooling on the same sentence for better representations. Instead of using target sentence to attend words in source sentence, we utilized the sentence… CONTINUE READING
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References

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Christopher D Manning

Samuel R Bowman, Jon Gauthier, Abhinav Rastogi, Raghav Gupta
and Christopher Potts. • 2016
View 1 Excerpt

Bing Xiang

Ming Tan
and Bowen Zhou. • 2015

Christopher Potts

Samuel R Bowman, Gabor Angeli
and Christopher D Manning. • 2015

Rui Yan

Lili Mou, Men Rui, Ge Li, Yan Xu, Lu Zhang
and Zhi Jin. • 2015
View 2 Excerpts

Sanja Fidler

Ivan Vendrov, Ryan Kiros
and Raquel Urtasun. • 2015

Tomáš Kočiskỳ

Tim Rocktäschel, Edward Grefenstette, Karl Moritz Hermann
and Phil Blunsom. • 2015
View 3 Excerpts

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