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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)
Formal Red Dennison Regular Shirt Fit vBDWc02O Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Regular Formal Shirt Dennison Red Fit uucUCtx Cite as: Women Machine TShirt Flying Casual 5szTqsO
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Integriti Mens Jeans JKgIitcX33
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Dennison
Product Code
APPDENNISON-REDDENN255156BA1EF6B
Wash Care
Machine Wash
Color
Red
Size
40
Material
Cotton
Occasion
Formal
Pattern
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Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar