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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)
Tassel Shoulder Sweaters Women Sexy Pullover Knitwear Winter Off Fashion Knitted gVMuWnwgK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tassel Sexy Knitted Sweaters Winter Off Fashion Knitwear Women Pullover Shoulder Dtv7NOAWY Cite as: Komal Shrugs Fashion New zuk5c4P
  (or Cotton 12 Rajrang Skirt Floral Calf Work Casual Patch Color Multi J51C7dOdP
for this version)

Submission history

From: Yen-Chun Chen [ Low Light Rise Blue Rover Mens Jeans Fit Fit Spykar Narrow 7v6vnx2
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)



Long sleeve and off shoulder with tassels design;looks extremely sexy and charming.

Features solid color;casual loose and pullover design.

Easy to match pants;coat or jeans in autumn or winter.

Comfortable to wear;suitable for daily wear or any occasion.

Type: Sweater

Gender: Women's

Size Type: Regular

Style: Fashion

Season: Autumn;Winter

Material: Acrylic Fibers

Garment Care: Hand-Wash

Sleeve Length: Long Sleeve

Size: One Size

Occasions: Daily Life;Vacation;Party;Shopping;Casual

Features: Solid Color;Knitted;Loose Style; High Elasticity; Pullover Sweater;Comfortable;Off Shoulder;Tassels

Bust: 100cm/39.37 (Approx.)

Sleeve: 62cm/24.41 (Approx.)

Length: 53cm/20.87 (Approx.)


This sweater is highly elastic;so the 'One Size' is also suitable for S;M;L.

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 Sweater
Product Code
International Product
World Store