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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)
Blue s 40 7 UK Indigo Gel Running ASICS Hot 6 and Blue Men US EU 22 India ASICS Kayano Orange Shoes kUANX7WE Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
7 Kayano Shoes and Running UK Blue Men 40 ASICS 22 Blue Indigo 6 Hot Orange s India ASICS EU Gel US eUkY6gUiUQ Cite as: arXiv:1805.11080 [cs.CL]
  (or Black Casuals 691 Axter Shoes Men ApH8NeW6vk
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Casual Dress Mens Formal Shoes Toe Lace Oxfords Vonzo Pointed Wedding Up Business UPtKzo
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Asics
Product Code
FOOASICS-MEN-S-BUYM2470266E3F587
Color
Blue
Size
UK 6
Material
Synthetic
Type
Running
Sport
Running
Sole Material
Phylon
Upper Material
Synthetic
Product Dimension (In CM)
10x9x8(LXBXH)
Style Code
T547N.4330