Mufti Fit Mens Maroon Casual Slim Red Shirts Hl5ODMTsu Mufti Fit Mens Maroon Casual Slim Red Shirts Hl5ODMTsu Mufti Fit Mens Maroon Casual Slim Red Shirts Hl5ODMTsu Mufti Fit Mens Maroon Casual Slim Red Shirts Hl5ODMTsu Mufti Fit Mens Maroon Casual Slim Red Shirts Hl5ODMTsu Mufti Fit Mens Maroon Casual Slim Red Shirts Hl5ODMTsu Mufti Fit Mens Maroon Casual Slim Red Shirts Hl5ODMTsu
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Red Casual Mufti Fit Maroon Slim Shirts Mens VFUvuA1 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit Slim Red Casual Maroon Mens Mufti Shirts wyabYlw2 Cite as: Formal Men Black Shoes Paragon 4QpY9rKE
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Men Denim Gradely Black Waist Mid Silky Carbon Jeans Blue Blue maBuOF
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Brand
Mufti
Product Code
APPMUFTI-MENS-MSETU20104335F4DE54
Color
Red
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8903415627799