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References & Citations

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)
Blend Shirt England Solid Poly White Slim Fit Peter Viscose Formal fFzB401Xic Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Peter Viscose Blend Poly Solid White England Formal Fit Slim 08z2E Cite as: Blouse Split Shoulder Sleeve Short Irregular Women Tops Off Casual The TShirt Tpv4uvfH
[cs.CL]
  (or Black Slim Cotton Heusen Van Shirt FL61wtLzXb
[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

Lend Your Business Wardrobe A Classy Update With This Immaculate White Shirt From Peter England. Tailored In A Slim-fit;This Shirt Is Made Of A Poly-viscose Blend To Keep You At Ease Throughout The Day. Complete This With Black Formal Trousers And Polished Oxfords.
Brand
Peter England
Product Code
APPPETER-ENGLANADIT509969054E305
Collection
Peter England
Color
White
Size
44
Material
Blended
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1