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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)
Scoop Stylish Sleeve Color Women Pure Neck Sweater s Long J4sjH9Fyo Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Scoop s Sleeve Women Pure Neck Stylish Long Color Sweater R9lvgN38 Cite as: arXiv:1805.11080 [cs.CL]
  (or Shoes Shoes SneakersBlue Sport Skateboarding Men WWbCB
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Low Jeans Rise Super Mens Skinny Spykar Fit Blue Wa8KvWeEp
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Type: Pullovers

Material: Acrylic,Polyester

Sleeve Length: Full

Collar: Scoop Neck

Style: Fashion

Pattern Type: Solid

Season: Summer

Weight: 0.550kg

Package Contents: 1 x Sweater
Product Code
APPSTYLISH-SCOOBEAU567545B87DF586
Color
Grey
Size
L
Gender
Women
International Product
World Store