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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)
Skinny Ripped Denim s Straight Men Jeans AedVnk1 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Regular Arrow Men Shirts Formal Grey U7cM516
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)



Ripped hole long pants with zipper for men.

Give you a fashionable and cool look.

Easy to pair with all kinds of tops.

Type: Jeans

Style: Fashion;Punk

Gender: Men's

Size Type: Regular

Material: Cotton;Spandex

Garment Care: Hand-Wash

Seasons: Spring;Summer;Autumn

Occasions: Daily Life;Party;Vacation;Date;etc

Features: All-match;Ripped;Frayed;Zipper Design;Slim Fit;Straight Pants

Size Details

[Our Size 28] Waist: 71cm/27.95;Length: 102cm/40.16;Hip: 87cm/34.25 (Approx.)

[Our Size 30] Waist: 76cm/29.92;Length: 104cm/40.94;Hip: 92cm/36.22 (Approx.)

[Our Size 32] Waist: 81cm/31.89;Length: 106cm/41.73;Hip: 97cm/38.19 (Approx.)

[Our Size 34] Waist: 86cm/33.86;Length: 108cm/42.52;Hip: 102cm/40.16 (Approx.)

[Our Size 36] Waist: 91cm/35.83;Length: 110cm/43.31;Hip: 107cm/42.13 (Approx.)


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!

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 Pair of Jeans
Product Code
International Product
World Store