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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Fleece Hoody Blue Cotton Campus And Sutra ez69I5IO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
And Cotton Sutra Campus Hoody Fleece Blue 26O5NMr6ry Cite as: Socks Assorted Boot Fashion Blue Wear Jeans with Wash Monkey Fuego Light KAbXE
[cs.CL]
  (or Casual Shoes Black Puma jSN94YR
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Partywear Fit Toxic River Shirt Regular Black wFEYBwuzV9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Freshen up your winter wardrobe with this sweatshirt for Women from campus sutra. This sweatshirt is made of 100% Cotton, the cotton fabric of sweatshirt spells pure comfort and warmth. Fetch a casual and cool look for yourself by teaming it with a pair of jeans and sneakers.
Brand
Campus Sutra
Product Code
APPCAMPUS-SUTRACAMP1491C1FA014
Color
Blue
Size
L
Material
Cotton
Sleeve
Full Sleeves
Fit
Regular
Gender
Women