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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)
Loose Thick Cardigan Shawl Sweater Fall Coat Winter Knitting Fashion Women SI1J6b7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Shawl Knitting Fall Thick Coat Winter Sweater Cardigan Loose Fashion oEXkku Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Blue Shirt Solid With Flap Pockets Lee Casual Cooper Mens Jm0fWiPAB
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)



Batwing sleeve;knitted design;perfect for women.

Loose and casual style;suitable for autumn and winter.

Irregular hem design makes it fashionable and all-match.

Type: Cardigan

Gender: Women's

Size Type: Regular

Size: One Size

Material: Woolen Yarn

Garment Care: Hand-Wash

Sleeve Type: Long Sleeve

Style: Casual;Fashion

Seasons: Autumn;Winter

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

Features: Loose;Soft;Open Front;Elegant;Batwing Sleeve;Irregular Hem;Comfortable

Shoulder: 39cm/15.35 (Approx.)

Bust: No Limit

Length: 53cm - 73cm/20.87 - 28.74 (Approx.)

Sleeve: 58cm/22.83 (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 Cardigan
Product Code
Full Sleeves
International Product
World Store