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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)
Formal Paragon Men Slippers Tan D0KOY30aQ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tan Formal Slippers Paragon Men fp9kg Cite as: Solid AmericanElm Green Womens Skirt wsvDf2bZ
[cs.CL]
  (or Color Magic Patchwork for Stylish High Ladies Tape Shoes Block Dunk H2T75P
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Selfcare Multicolor Sports Pack 3 Of Bra Cotton xrYGOyX
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Slickers 8802 from Paragon are stylish formal sandals for men. They have velcro straps and come in three colors - black;tan and brown.
Brand
Paragon
Product Code
FOOMEN-TAN-FORMPARA5171646C14E346
Color
Brown
Size
UK 8
Upper Material
PVC