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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)
Women Machine Sweater Flying Casual 33NiKVonK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Sweater Machine Flying Casual enCSNlmk Cite as: You Jacket I Summer For Am 6cvTs4ah
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Women DP Trendy Frog Shirt Blue Denim XLarge Full Light 1vYCDv
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Flying Machine Women Casual Sweater
Brand
Flying Machine
Product Code
APPFLYING-MACHIKAPS5784909AB1B00B
Color
Green
Size
XS
Material
Cotton
Occasion
Casual
Pattern
Striped
Sleeve
Half Sleeves
Neck Type
Round Neck
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
FMSW3034