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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)
Fit Low Blue Jeans s Rookies Regular Rise Men Pjv66Zyh Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit Regular Jeans s Rise Low Men Rookies Blue TG2gd Cite as: Rise Jeans Regular Blue Low Fit Rookies Mens ZsmVLABt
[cs.CL]
  (or arXiv:1805.11080v1 [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

Don a sophisticated look this season by wearing this pair of blue jeans from the latest collection of Rookies. Exclusively designed for urban men;these regular-fit jeans exhibit a 5-pocket design. Team these cotton jeans with a graphic T-shirt and sneakers to stand out from the crowd.
Brand
Rookies
Product Code
APPROOKIES-BLUEROOK25171643CA0CA
Color
Blue
Size
30
Material
Cotton
Rise
Low Rise
Pattern
Solid
Fit
Regular
Gender
Men
Wash Care
Machine Wash