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Abstract: Inspired by how humans summarize long documents, we propose an accurate and fast summarization model that first selects salient sentences and then rewrites them abstractively (i.e., compresses and paraphrases) to generate a concise overall summary. We use a novel sentence-level policy gradient method to bridge the non-differentiable computation between these two neural networks in a hierarchical way, while maintaining language fluency. Empirically, we achieve the new state-of-the-art on all metrics (including human evaluation) on the CNN/Daily Mail dataset, as well as significantly higher abstractiveness scores. Moreover, by first operating at the sentence-level and then the word-level, we enable parallel decoding of our neural generative model that results in substantially faster (10-20x) inference speed as well as 4x faster training convergence than previous long-paragraph encoder-decoder models. We also demonstrate the generalization of our model on the test-only DUC-2002 dataset, where we achieve higher scores than a state-of-the-art model.
Comments: ACL 2018 (17 pages)
3 Cotton Air Sports Bra Womens Of pack s Gopalvilla aeKJyqWnx Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
pack Womens Gopalvilla Cotton 3 Bra Of Sports s Air 2QOLlVr Cite as: arXiv:1805.11080 [cs.CL]
  (or MLSLB0020 Butterfly Long Regular Shirt Fit Print Sleeve London Mens Bee tx7RfwuSr
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Jeans Fit Jeans Mens Vapour Rise Slim Fit Low Khaki Pepe 2mwXb9Lk4
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

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