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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)
Ridge Casual Shirt Bay Cotton eSrg8X Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Ridge Bay Shirt Casual Cotton nvAyuda4Qy Cite as: Slim Women Cardigan L Jacket Warm Fashion Solid Coat ZBM07AqMp
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ White of Shrugs Short Long Combo Red kuZCeVt
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Bay Ridge Slimfit Shirt With Contrast Cuff,Bias Front Placket With Roald Up Sleeves
Brand
BAY RIDGE
Product Code
APPBAY-RIDGE-COFALC27209392DF7E
Wash Care
Machine Wash
Stitch Type
Stitched
Style Code
BR116018
Color
White
Size
S
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Slim
Gender
Men