Sleeve Women Sweater Acrylic Full Leebonee s UkRDHH2tZm Sleeve Women Sweater Acrylic Full Leebonee s UkRDHH2tZm Sleeve Women Sweater Acrylic Full Leebonee s UkRDHH2tZm Sleeve Women Sweater Acrylic Full Leebonee s UkRDHH2tZm Sleeve Women Sweater Acrylic Full Leebonee s UkRDHH2tZm Sleeve Women Sweater Acrylic Full Leebonee s UkRDHH2tZm
Women TShirt Machine Casual Flying csEwX0Gvy
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)
Full Women Leebonee s Sleeve Sweater Acrylic YEevLDoZtt Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s Full Women Acrylic Sweater Sleeve Leebonee THfwYKv Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Full Sweater Leebonee Sleeve Womens Acrylic 3Mif5
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Women's Full Sleeve Sweater;Round Neck
Brand
Leebonee
Product Code
APPLEEBONEE-WOMLEE-362335D312A01
Color
Pink
Size
M
Material
Polyester
Occasion
Casual
Pattern
Striped
Sleeve
Full Sleeves
Fit
Regular
Type
Sweaters
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
Le3012MGNTA