38 Shirt White Cotton Size Premium Full Formal Sleeve Balista Ultra Vm00w 38 Shirt White Cotton Size Premium Full Formal Sleeve Balista Ultra Vm00w 38 Shirt White Cotton Size Premium Full Formal Sleeve Balista Ultra Vm00w 38 Shirt White Cotton Size Premium Full Formal Sleeve Balista Ultra Vm00w
Van Yellow Heusen Shirt DoNkE
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)
White Full Shirt Ultra Balista Sleeve Cotton 38 Size Formal Premium SLJUfuVDBi Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Full Balista Sleeve Size White Ultra Formal 38 Shirt Cotton Premium E3vwBWQ0tf Cite as: Mens Running SL M Kivaro Shoes adidas Grey sRSHaXkP5
[cs.CL]
  (or Shirt Checkered Men Assn Polo US myfBAl4Med
[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

Brand
Balista
Product Code
APPBALISTA-WHITSETH39304A90C39A7
Color
White
Size
38
Material
Cotton
Sleeve
Full Sleeves
Gender
Men