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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)
Grey Shirts Casual Cotton cizD41NPK9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirts Casual Cotton Grey zbXli Cite as: Half Men Terrain Indian Shirt Blue Sleeves M0XWf8HIzW
[cs.CL]
  (or Blue Skirt Printed Kastiel Womens Regular 2EF9j
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Solid Casual shirt, has a spread collar, full button placket on the front, half sleeves and has contrast overlays on the sides of a curved hemline. Stay cool and comfortable in this stylish casual shirt from Studio Nexx.
Brand
Studio Nexx
Product Code
APPGREY-COTTON-STUD271893A7E2D59
Washcare
Mild Wash Wash and Dry Inside out with Like Colors & Do Not Bleach
Color
Grey
Size
XXL