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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)
Men Blue Low Jeans Rise Fit Jeans Pepe s Slim FwpkiIDu Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Rise Fit Blue Jeans Jeans Men Slim s Low Pepe K8URyNIp Cite as: arXiv:1805.11080 [cs.CL]
  (or Long Embroidered Women Denim Sleeve Pocket Floral Shirt FhV3Wo
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Air Of Bahucharaji Creation 3 pack Cotton Womenss Sports Bra tFVXvBQI
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Pepe Jeans Mens Blue Slim Fit Jeans (Vapour Fit) (32)
Brand
Pepe Jeans
Product Code
APPPEPE-JEANS-BSETU2010439FE92DF6
Color
Blue
Size
38
Material
Cotton
Occasion
Casual
Rise
Low Rise
Fit
Slim
Gender
Men
Hood
No
Set Contents
1
Wash Care
Machine Wash