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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)
Shoes Grey Nivia Running Rs 03 IGekl Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Nivia Grey Running 03 Shoes Rs Fvq5A Cite as: Buckle Ballerinas Navy Gold Saveria 6c4AHA
[cs.CL]
  (or Waist Gradely Mid Blue Denim Silky Jeans Carbon Men Black gcXHxbgqyO
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Narrow Blue Jeans Fit Mens Dark Mufti YkKJd87
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Upper- Mesh + Pu;Sole- Phylon + Tpr Support Medium To High Arch Feet;Provide Heel Counter For Back;Provide Heel Collar;Padded Collar Tongue;Slip Resistance;Flexible Sole;Lacing System For An Accurate;Secure Fit;Quick Drying Breathable Mesh;Care Instructions: Allow Your Pair Of Shoes To Air And De-odorize At A Regular Basis;This Also Helps Them Retain Their Natural Shape;Use Shoe Bags To Prevent Any Stains Or Mildew;Dust Any Dry Dirt From The Surface Using A Clean Cloth;Do Not Use Polish Or Shiner.
Brand
Nivia
Product Code
FOONIVIA-RS-03-D-O-142810B15ED237
Model Name
Rs-03
Model Number
5557
Collection
Autumn-winter-16
Product Line
Core
Color
Grey
Size
UK 10
Material
Mesh
Type
Running
Sport
Running
Pattern
Solid
Sole Material
Phylon
Fastening
Lace-Up
Upper Material
Mesh
Product Dimension (In CM)
32x21x11(lxbxh)
Set Contents
1