RARE Embroidered Navy Top Women Blue zONjHldR1 RARE Embroidered Navy Top Women Blue zONjHldR1 RARE Embroidered Navy Top Women Blue zONjHldR1 RARE Embroidered Navy Top Women Blue zONjHldR1 RARE Embroidered Navy Top Women Blue zONjHldR1
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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)
Navy Embroidered Blue Women Top RARE pzXhi1 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Navy Women Top RARE Embroidered Blue cQjzfMp Cite as: Mens Jeans Killer Slim Fit XaXekeB
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ FD103 ALESTINO Formal Leather formal Shoes Shoes Men 6Black for grPjg
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Navy blue top with embroidered detailing;has a tie-up neck;cold shoulder bell sleeves
Brand
Rare
Product Code
APPRARE-WOMEN-NEPIC199876860E8782
Color
Blue
Size
S
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Sleeveless
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Wash Care
Machine Wash