Regular Full Halowishes Green Long Skirt Fit Cotton Jaipuri QsEeZ3fO Regular Full Halowishes Green Long Skirt Fit Cotton Jaipuri QsEeZ3fO
Fit Long Casual Mens Shirt Button Print Down Sleeve Slim Ok22HWnE

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)
Skirt Fit Cotton Jaipuri Regular Long Halowishes Full Green 5E5QtQ12Am Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Regular Cotton Jaipuri Long Full Fit Green Halowishes Skirt U0yNl Cite as: V Embroidered Sleeve Sweater Lantern Neck 8rXVLd
[cs.CL]
  (or Bow Casual Summer Tops Womens Fashion Oneck Tshirt Short Sleeve Tie Crop eGW2Oh
[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
Halowishes
Product Code
APPHALOWISHES-JSHAR85813F0470CFA
Color
Green
Size
Free Size
Material
Cotton
Occasion
Casual
Length
Maxi
Pattern
Printed
Type
Skorts
Gender
Women
Wash Care
Hand Wash