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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)
Red Formal Shoes Tape Men Tan ap3WRIzT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Red Tan Tape Shoes Men Formal mMMWoK Cite as: Harbour amp Flat Mast Navy Women Shoes UeaismY
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Dokmen Formal Shoes Leather Brown Cherry XFmM3ApX3
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Chill out this season when you wear this pair of tan coloured loafers by Red Tape. Designed for fashion-forward men;these loafets feature a leather upper that has an excellent finish and leather lining for added comfort. Take a plunge into the world of style clubbing this pair with in-style apparel and accessories of the season.
Brand
Red Tape
Product Code
FOORED-TAPE-MENRED-250979B03AA04A
Color
Tan
Size
UK 7
Type
Slip Ons
Pattern
Solid
Sole Material
Rubber
Fastening
Slip-On
Toe Shape
Round
Upper Material
Leather
Article Identifier Type
8903144475593
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
RTR2513