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References & Citations

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)
Cold Tops Black Half Sleeve Solid Shoulder Strap Fashion Spaghetti Women LWH0g Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shoulder Half Strap Spaghetti Cold Women Fashion Solid Tops Black Sleeve KlM5BeL Cite as: MOZOORO SHOES FORMAL bvVEm
[cs.CL]
  (or Mens Formal Dress Shoes Vonzo Casual Up Oxfords Lace Wedding Toe Pointed Business JFZOHDQB1
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Sutra Women Campus Sweatshirt CscRmQS
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description



. Material: 97% Terylene;3% Spandex Collar: Spaghetti Strap Sleeve: Half Sleeve Length: Regular Pattern: Solid Decoration: Double Strap;Cold Shoulder Season: Spring;Summer;Autumn Closure Type: Pullover Occasion: Casual Garment Care: Washing max 40°C;Press sheet;Do not bleach. Women casual spaghetti strap tops. Cold shoulder and double strap design. Suit for casual wear. Package Content: 1 x Women Tops Our Model Information: Height 176cm;Bust 88cm;Waist 59cm;Hip 90cm Size: There are 5 sizes (S;M;L;XL;XXL) available for the following listing. please allow 1-2cm differs due to manual measurement;thanks (All measurement in cm and please note 1cm=0.3937inch)

Product Code
APPWOMEN-FASHIOBETT5680959F0DCF0A
Color
Black
Size
M
Material
Blended
Occasion
Party
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Set Contents
1 x Women Tops
International Product
World Store