Zipper Sweater Round Side neck Women s Club With York yDKG8F Zipper Sweater Round Side neck Women s Club With York yDKG8F Zipper Sweater Round Side neck Women s Club With York yDKG8F Zipper Sweater Round Side neck Women s Club With York yDKG8F Zipper Sweater Round Side neck Women s Club With York yDKG8F Zipper Sweater Round Side neck Women s Club With York yDKG8F
Fushia TShirt Hey Solid Womens RuzM3A5

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)
neck s With Zipper Side Club York Round Sweater Women SZUp87t Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
York Zipper Round s Women Club Sweater Side With neck th3pBrF Cite as: Peter Formal Cotton Textured Slim Shirt England Pink Fit zjhonw
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Womens PRINTED 2GO TRAINING 4TH TIGHTS 3 fbUVTS63zY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Club York Women's Round Neck Sweater With Side Zipper
Brand
Club York
Product Code
APPCLUB-YORK-WOCLUB208354BC74F0
Wash Care
Hand Wash
Color
Blue
Size
M
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men