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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)
3 Men Ripr And For Rapid 4ths Shorts r6U8wp Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or WHITE SHOES ADRAIR RUNNING MENS 1nE2F
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Away Red Full Cotton Sleeve Printed Slim Cut ColorPlus Shirts Fit I0Uie
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Keep The Beat Going Wearing These Shorts By RIPR. Made From Polyester Blend, These Shorts Will Keep You At Ease All Day Long. This Pair Of Polyester Blend Shorts Will Allow You To Stay Sweat Free All Day Long. Skin Friendly Fabric For Comfort Of Wearing And Style Attributes Of The Garment.
Brand
RIPR
Product Code
APPRIPR-RAPID-SABG-228428D91ADDBE
Wash Care
Gentle Machine Wash in Lukewarm Water.Do Not Bleach
Set Content
Pack of 2
Color
Multi
Size
XL
Material
Polyester
Occasion
Casual
Rise
Mid Rise
Pattern
Plain
Fit
Slim
Gender
Men
Designed By
Italian Designer