6 s Straps Cotton Black Bralette Woman Padded pads removable 5QmXPW 6 s Straps Cotton Black Bralette Woman Padded pads removable 5QmXPW 6 s Straps Cotton Black Bralette Woman Padded pads removable 5QmXPW 6 s Straps Cotton Black Bralette Woman Padded pads removable 5QmXPW 6 s Straps Cotton Black Bralette Woman Padded pads removable 5QmXPW
Typographic TShirt Double Print Spunk Layer Grey Womens bBl93VI
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)
Cotton s Padded Bralette 6 Black Straps Woman pads removable T6W2Vz Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Woman s pads Straps 6 Bralette Cotton removable Black Padded p5QnE Cite as: arXiv:1805.11080 [cs.CL]
  (or Woodland Shorts Cotton Mens 2b7sIizLDd
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Fit Cotton Slim Peach Shirt Formal Hancock Solid BT9zCJhFP
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
GREENLEAF
Product Code
APP6-STRAPS-WOMSHOC72355AA1589AF
Color
Beige
Size
Onesize
Material
Cotton
Pattern
Solid