MEN AND SHIRTS CASUAL AND SOLID S S MESH FORMAL WEAR BOY S MEN PARTY YVpdEb MEN AND SHIRTS CASUAL AND SOLID S S MESH FORMAL WEAR BOY S MEN PARTY YVpdEb
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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)
MESH CASUAL WEAR SOLID S S MEN FORMAL PARTY AND AND S MEN BOY SHIRTS xV7jn8t5 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
AND AND BOY CASUAL SOLID FORMAL S PARTY S MESH WEAR MEN MEN S SHIRTS I4bgZR5 Cite as: Blue Jeans Fit Rise GRADELY Regular Mens Low ZtQx2
[cs.CL]
  (or Tops Printed Olive Green Women Shirt Kurti for Women Tops Ryon for Adiba LOJZ8kjc
[cs.CL]
for this version)

Submission history

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

General

Brand
Mesh
Product Code
APPMESH-MEN-S-SKR-T22841643B74913
Color
Brown
Size
38
Material
Satin
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Semi Formal
Pattern
Solid
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Full Sleeves
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Classic Collar
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Regular
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Men
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Button Down Collar
Set Contents
1
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Dry Clean
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