Hem Design Top Crop Store Irregular LL gOODq30Fa9 Hem Design Top Crop Store Irregular LL gOODq30Fa9 Hem Design Top Crop Store Irregular LL gOODq30Fa9 Hem Design Top Crop Store Irregular LL gOODq30Fa9 Hem Design Top Crop Store Irregular LL gOODq30Fa9 Hem Design Top Crop Store Irregular LL gOODq30Fa9 Hem Design Top Crop Store Irregular LL gOODq30Fa9
Sleeve Long Outwear Coat Warm Lapel Solid Thicken Women Fashion Color Winter kdzHz5O
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)
Hem Design Crop Irregular LL Store Top nSr3RT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Store Crop Hem Irregular Design Top LL fP8W5Ecsze Cite as: arXiv:1805.11080 [cs.CL]
  (or Shirts Blue Slim Peter England Cotton Formal jvcFp
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Preet tshirt neck Printed Cotton blend White Snoby round EqWBZW
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Product Code
APPIRREGULAR-HELL-S659799A1AE51EF
Color
White
Size
S
Material
Linen
Occasion
Casual
Pattern
Solid
Sleeve
Sleeveless
Neck Type
Round Neck
Type
Tops
Gender
Women
International Product
World Store