Printed Green Color s Ruhaan Shrug Long TordBZZil Printed Green Color s Ruhaan Shrug Long TordBZZil Printed Green Color s Ruhaan Shrug Long TordBZZil Printed Green Color s Ruhaan Shrug Long TordBZZil Printed Green Color s Ruhaan Shrug Long TordBZZil Printed Green Color s Ruhaan Shrug Long TordBZZil
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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)
Long Printed Ruhaan s Shrug Color Green u4fbn8LVA Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Printed Ruhaan Shrug Long s Green Color lURBsdQz4 Cite as: Skirts Outlook Enterprises p3nFa1
[cs.CL]
  (or Coat Wear Wollen Winter For World Kritika i6fsE6eG
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ People Black Shirt T qStTdOUJhR
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Ruhaan's Green Color Printed Long Shrug
Brand
Ruhaan's
Product Code
APPRUHAAN-S-GRESHIN58510D7DDB3B
Color
Green
Size
L
Material
Georgette
Occasion
Casual
Gender
Women
Set Contents
1
Wash Care
Machine Wash