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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)
Star Li ning Camo Shoes Badminton p9wQDFPCy Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Li Shoes Badminton ning Star Camo T6nMw Cite as: Shoes Clarks Suede Men Casuals Tamho Edge Rust XXrWhG
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Sports Tape Purple Walking Pink Athleisure Red Range amp Women Shoes SmpAxv1
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Badminton Shoes
Brand
Li-Ning
Product Code
FOOLI-NING-CAMOSPOR619123767F406B
Product Id
Aytk 111-2
Model Name
Camo Star
Model Number
Aytk 111
Collection
Spring-summer-16
Color
Grey
Size
UK 7
Material
Mesh
Type
Running Shoes
Sport
Badminton
Sole Material
Phylon
Upper Material
Mesh
Set Contents
1