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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)
Casual Fit Jeans Blue Skinny Solid Mid Men Red Tape awEOnZ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Red Fit Solid Mid Casual Blue Men Jeans Skinny Tape 4VJ6uCnt78 Cite as: 100 Christys Shorts Cotton Comfort JrZWake
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Bra Sports Gopalvilla Womenss Cotton pack 3 Air Of FiuMzEVc9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Get a rugged look this season by wearing these blue jeans from Red Tape. Tailored from a blend of 97.5% cotton and 2.5% spandex, these jeans gives a trendy look. Team these jeans with a bomber jacket on a road trip with your gang.
Brand
Red Tape
Product Code
APPRED-TAPE-MENRED-25097941E35A98
Color
Blue
Size
38
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Skinny
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
RTD7014