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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)
Papsara Women Red Top Rayon Long EFhy9Qm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Top Red Papsara Women Rayon Long 1DWtPkfg Cite as: arXiv:1805.11080 [cs.CL]
  (or Round Top Miss Neck Out Sleeveless Low Cobalt Lace High Cut Womens Blue Chase 5cB8YTd
for this version)

Submission history

From: Yen-Chun Chen [ Waist Trendy Dress Zipper High Pure Color for Spliced Ladies Design Mini CC5kIzhpjC
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


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Product Code
3/4th Sleeves
Neck Type
Round Neck
Set Contents
1 Top
Wash Care
Hand Wash
Style Code