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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)
Women Fashion Casual Crop Tops Vest Sleeveless Camisole Blouse Sexy Summer Shirt AxTWp Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[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

Specifications: New Arrival Women Sexy Summer Sleeveless Camisole Casual Crop Blouse Top Shirt Vest. Made By Soft Chiffon And Lace Stretchy, Fit Your Body Perfectly. Casual And Fashionable, You Can Wear It Go To Summer Beach Or Party. Type: Camisole Gender: Women's Color: White Material: Chiffon, Lace Size Type: Regular Sleeve Type: Sleeveless Style: Fashion, Sexy, Casual Occasions: Daily Life, Shopping, Summer Beach, Etc Features: Tank Top, Sleeveless Vest, Sexy And Comfy Size Details [Our Size S] Bust: 87cm/34.25", Waist: 76cm/29.92", Length: 32.5cm/12.80" [Our Size M] Bust: 91cm/35.83", Waist: 80cm/31.50", Length: 33.5cm/13.19" [Our Size L] Bust: 95cm/37.4", Waist: 84cm/33.07", Length: 34.5cm/13.58" [Our Size XL] Bust: 99cm/38.98", Waist: 88cm/34.65", Length: 35.5cm/13.98" Notes: 1. This Is Label Size(Asian/China Size)about 2/3 Sizes Smaller Than US AU EU Size! Please,make Sure Of These Actual Measurements Will Fit You! 2. The Real Color Of The Item May Be Slightly Different From The Pictures Shown On Website Caused By Many Factors Such As Brightness Of Your Monitor And Light Brightness. Package Includes: 1 X Casual Top Camisole
Product Code
APPWOMEN-FASHIOPHOE5733638A5E9AEF
Color
White
Size
L
Material
Chiffon
Gender
Women
International Product
World Store