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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)
Women Femme s Cotton One Skirt Long Monochrome Printed Dd9gUdnX Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s Women Femme Skirt Long Printed Cotton One Monochrome MP0zyGPy Cite as: Skirt Home Blue Long Shop Gift Gold Printed mSFEzX67CK
[cs.CL]
  (or Jean Slim Company Rise Mid Arrow Fit Mens Blue Blue Jeans D1ocg
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ US Blue Cotton Track Polo Assn Pants tfIYQrd
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look simply gorgeous in this monochrome print skirt from One Femme. Made from cotton, this flared skirt gives a modish look. This skirt can be teamed with a full sleeved shirt and belly shoes for a chic look. Approx Length :37 " Fabric: Cotton. Care Instructions: Seperate first wash. Wash warm - Cold rinse normal spin - Iron Medium heat. Premoisten cloth before iron.
Brand
One Femme
Product Code
APPONE-FEMME-WOONE-214305DCEF40D4
Color
Black
Size
S
Material
Cotton
Occasion
Party
Length
Maxi
Pattern
Printed
Type
Maxi
Wash Care
Gentle Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings