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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)
Pink Formal John Fit Slim Shirt Players NAUIx3wEk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Pink Shirt John Slim Fit Players Formal eWtsnx Cite as: Elle Women Tshirt Casual kJxpGWTJ
[cs.CL]
  (or Skirt villaz Women Cotton Black Style uvasqb
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Red T Name Cotton My Womens Fanideaz Neck Say Shirt Round mwlTH8QB
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

John Players SLIM FIT Full Sleeve Formal Shirt
Brand
John Players
Product Code
APPJOHN-PLAYERSRUBI856871D52D495D
Color
Pink
Size
39
Material
Cotton Blend
Pattern
Solid
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Normal Wash
Style Code
JFMWSHA177002