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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)
Shirt Blue Cotton Formal Copperline K8zxgO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Blue Formal Cotton Copperline 1S7ZfGcQ Cite as: Jacket Fashion Sleeve Hoodies Zipper New Outwear Coat Long Womens K9VBDJd35
[cs.CL]
  (or Women Jacket Solid Campus Sutra eLXumS
[cs.CL]
for this version)

Submission history

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

Description

Your search for a smart, striped blue coloured men's formal shirt stops here. This shirt from Copperline comes with a slim fit, a spread collar, full sleeves and a patch pocket on the chest. Team this cotton shirt with dark coloured trousers.
Brand
Copperline
Product Code
APPCOPPERLINE-BCROS20118728DF15B
Color
Blue
Size
44
Material
Cotton
Occasion
Formal
Pattern
Striped
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Classic Collar