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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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 Fit Blue Stone Skinny Company Jeans Arrow Cotton Wash Jeans teUdrVK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Arrow Jeans Stone Fit Company Jeans Wash Blue Blue Cotton Skinny TmLTIf Cite as: Designer Tops Women Kubes by Large for pq6PwNLY5
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for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Inject a raffish vibe into your weekend dressing collection with pieces like this dark washed pair of jeans from Arrow. Made from a supple cotton-blend fabric;it has a comfy mid-rise waist and five handy pockets. Wear yours with a printed tee and leather boots for a rugged;off-duty ensemble.
Brand
Arrow
Product Code
APPARROW-BLUE-JARVI763657E758A0EC
Color
Blue
Size
38
Material
Cotton
Occasion
Casual
Rise
Mid Rise
Pattern
Washed
Fit
Skinny
Type
Jeans
Gender
Men
Set Contents
1
Wash Care
Gentle Wash
Style Code
ZU2MKNWRFO4