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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)
Blue Women Blouse Batwing Asymmetric Poncho Loose Hooded QtbeoneR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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  (or ChristyS Casual Color Fit Slim Shirt Collection Cotton Multi 6EylBxOYK
for this version)

Submission history

From: Yen-Chun Chen [ Pure Women Sleeve Color Hole Trendy Design Hooded Back Long Coat JI5s0Fq
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)



Fashion hooded batwing asymmetric loose pullover for women.

Soft material;comfortable to wear.

Loose cap style blouse;great for casual wear.

Type: Pullover

Gender: Women's

Size Type: Plus Size

Material: Cotton;Polyester

Garment Care: Hand-Wash

Sleeve Type: Long Sleeve

Style: Fashion;Casual

Season: Spring;Autumn

Occasion: Daily Wear;Shopping;Party;etc.

Features: Comfortable;Asymmetric;Casual;Batwing Cape Blouse

Size Details

[Our Size S] Length: 108cm/42.52;Shoulder: 60cm/23.62;Bust: 98cm/38.58 (Approx.)

[Our Size M] Length: 110cm/43.31;Shoulder: 62cm/24.41;Bust: 102cm/40.16 (Approx.)

[Our Size L] Length: 112cm/44.09;Shoulder: 64cm/25.20;Bust: 106cm/41.73 (Approx.)

[Our Size XL] Length: 114cm/44.88;Shoulder: 66cm/25.98;Bust: 112cm/44.09 (Approx.)

[Our Size XXL] Length: 116cm/45.67;Shoulder: 68cm/26.77;Bust: 116cm/45.67 (Approx.)

[Our Size XXXL] Length: 118cm/46.46;Shoulder: 70cm/27.56;Bust: 120cm/47.24 (Approx.)

[Our Size XXXXL] Length: 120cm/47.24;Shoulder: 72cm/28.35;Bust: 124cm/48.82 (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 x Pullover
Product Code
International Product
World Store