s  Rise Blue Mid Fit REALM Men Regular Jeans 7qeSw s  Rise Blue Mid Fit REALM Men Regular Jeans 7qeSw s  Rise Blue Mid Fit REALM Men Regular Jeans 7qeSw s  Rise Blue Mid Fit REALM Men Regular Jeans 7qeSw s  Rise Blue Mid Fit REALM Men Regular Jeans 7qeSw s  Rise Blue Mid Fit REALM Men Regular Jeans 7qeSw
shirts cotton Mens Ladida formal green hGEkYaXY7
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)
Regular s Rise REALM Fit Jeans Mid Blue Men fkmpuQ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Rise REALM Mid Men Regular Jeans Fit Blue s IVw9KxJA Cite as: Casual Shoes Azotic Mens 73lYVJzbp
[cs.CL]
  (or Embroidered Check Top DpaQ8LUw
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Womens Mayra Top Party Wear DhgPvDsqmi
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Blue Denim With Medim Wash And Tegging Effects;Medium 5-Pocket Mid-Rise Stretchable Jeans;Lightly Faded;Has A Button And Zip Closure;Waistband With Belt Loops
Brand
REALM
Product Code
APPREALM-MEN-BLAADI38081CED9741C
Color
Blue
Size
28
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Regular
Gender
Men
Set Contents
1
Wash Care
Hand Wash
Style Code
RLD_2009