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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)
Tshirt Style Quotient Julia Pink CZIL6a3ckb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tshirt Style Quotient Pink Julia zDaojBK Cite as: Rise Regular Low GRADELY Jeans Mens Fit Blue zSbhUNng
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Blend NextLook Poyester White Fit Shirt Regular jpg0qXYTH
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Cropped T Shirt, Turnup Sleeves, Drop Shoulder, Round Neck
Brand
Style Quotient by noi
Product Code
APPSTYLE-QUOTIEKRIS80725DCF8067C
Color
Pink
Size
M
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Wash Care
Hand Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings