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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)
Formal Shoes Men Black KENNADY m8yc7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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  (or Escaro Lace Up Mens Formal Shoes Derby Dress Y7croScW
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for this version)

Submission history

From: Yen-Chun Chen [ Breathable Men with Shoes StripeRed Running Sport Trainers Wv0Wis
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Kennady-6001-Black Shoes for Men
Brand
KENNADY
Product Code
FOOKENNADY-BLACMERC18850550B78290
Color
Black
Size
UK 8
Type
Derby
Pattern
Solid
Sole Material
TPR
Fastening
Lace-Up
Toe Shape
Pointed
Upper Material
Suede