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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)
Woman Vest Flowers Sexy Grey Tank Tops Camisole Crochet Carved Back Lace XvfBbeYzJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Grey Crochet Sexy Flowers Tank Back Carved Tops Woman Lace Vest Camisole S2FJUhQ Cite as: arXiv:1805.11080 [cs.CL]
  (or LL sequin stitching top stretch Store WWFyKpout
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Bra Of Womenss Creation Bahucharaji Cotton pack 2 Sports Air Zd807
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Feature: Style: Euramerican Style Clothes Type: Woman Sexy Crochet Back Carved Flowers Vest Camisole Lace Tank Tops New Material: Cotton Notice: Due to the different monitor and light effect;the actual color maybe a slight different from the picture color Please allow 2-4cm differs due to manual measurement Asian Size is smaller than EU/US/UK size;Please compare the detail sizes with yours before purchasing. include: 1 x vest
Brand
Swokii
Product Code
APPWOMAN-SEXY-CFAI_631047C9964060
Color
Grey
Size
Free Size
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Sleeveless
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
1 x vest
International Product
World Store