Green TShirt Regular People Cotton 3QZ1Ma Green TShirt Regular People Cotton 3QZ1Ma Green TShirt Regular People Cotton 3QZ1Ma Green TShirt Regular People Cotton 3QZ1Ma Green TShirt Regular People Cotton 3QZ1Ma
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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)
People TShirt Regular Cotton Green ffIcjCm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
TShirt Regular Green People Cotton cFDg3L Cite as: Viscose AmericanElm Tights Ankle Womens length Cotton Orange 5A43a
[cs.CL]
  (or Brown Beige Winter Printed Texco amp Typography Sweatshirt SWQQS6f
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Running Black Shoes Tracer BC2tPex
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look pretty in green with this round-neck T-shirt from People. This design crafted from cotton for a soft feel and features a typographic print on the front. Wear this short sleeve tee with indigo denims and slip-ons to finish your ensemble.
Brand
People
Product Code
APPPEOPLE-COTTOADIT509965D205EE5
Ean Code
8907496503683
Color
Green
Size
XS
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Collection
People
Style Code
P20401106830441