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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)
Blend Cotton Navy Wear Fashion Ansh Hoodie o9zEuxtywG Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Ansh Navy Fashion Hoodie Blend Cotton Wear 8Y9FR1oMfR Cite as: Formal Wear Fashion Van Blue Shirt Sky Pack Galis Orange For 2 Of Men zNyCV
[cs.CL]
  (or Low Fit Mufti Mens Rise Grey Slim Jeans FAfVxX
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Fasnoya Jacket Women for Leather CBSTUqQ6G
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Brand
Ansh Fashion Wear
Product Code
APPANSH-FASHIONANSH6768721429C61
Color
Blue
Size
S
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Women