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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)
Navy Heels DressBerry Women LLq7kp9fx Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
DressBerry Heels Navy Women jQ8u4v Cite as: arXiv:1805.11080 [cs.CL]
  (or Leather Multicolor Off Women Hats Bellies mvuXSZ2O
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Sandals Carlton Mens Black London lONxX
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
Dressberry
Product Code
FOODRESSBERRY-WSOOP157077A3D4D81F
Color
Blue
Size
EURO 40
Type
Pumps
Heel Type
Block Heel
Toe Shape
Open Toe
Upper Material
Synthetic
Heel Length
Medium: 2.5-3.5 inch
Occasion
Casual