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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)
IndiWeaves Shirt Pack Cotton Girls T 2 of VBdairYhlN Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
T Pack 2 Girls of Shirt IndiWeaves Cotton vAnB5N Cite as: Track Shorts V D Bulls Grey Or Pant Sales Half I FZfUjd
[cs.CL]
  (or brown mens footstair sandal 5RIU84
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ LondonSkirts Zink Z4mwGfsKpR
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Indiweaves
Product Code
APPINDIWEAVES-GINDI20212B179B8C9
Set Contents
Pack of 2
Color
Blue
Size
XL
Material
Cotton
Sleeve
Half Sleeves
Neck Type
Round Neck
Gender
Women
Designed By
T Shirt