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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)
Dark Blue Size36 Solid Jinjlr Fit Jeans Regular Washed Denim AUrmOJP Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Washed Fit Denim Jeans Regular Blue Solid Jinjlr Dark Size36 nDj6Uu Cite as: Solid Top Black Claire Women Marie UamfZ
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Hancock Formal Black Striped Shirt Fit Regular 0B4FnQR
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Comfortable fitting with help of stretchable fabric 95 % cotton and 5 % Lycra. It can stretch up to 10% more than the relaxed state
Brand
JINJLR
Product Code
APPJINJLR-SOLIDSTEA79751FB47D5C3
Color
Blue
Size
36
Material
Cotton Blend
Rise
Mid Rise
Pattern
Washed
Fit
Regular
Gender
Men
Set Contents
1
Wash Care
Hand Wash