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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)
Mid Men Arrow Fit Slim s Rise Blue Jeans Bq0pzpe8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue Jeans Men s Arrow Fit Rise Slim Mid MTCwoOJX Cite as: NextLook Full Cutaway Fit Shirts Coller Sleeve Solid Yellow Formal Blended Regular SdHHD8y7xB
[cs.CL]
  (or Derby Light Cotton look Faded Jeans Jeans Clean Community Stretchable Blue gDDLTvQz
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

These jeans by Arrow are designed with an ample amount of stretch for a comfortable feel. They're washed for a rugged flair and detailed with an elasticized drawstring waist. Wear yours with a hoodie and sneakers when the mercury dips.
Brand
Arrow
Product Code
APPARROW-BLUE-CARVI7636577384D5AA
Color
Grey
Size
36
Material
Cotton
Occasion
Casual
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1 Arrow Mens Jeans
Wash Care
Hand Wash
Style Code
0CP3P7SER51