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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Shirt Chiffon Shoulder Top Loose Off Sleeve Lace Women T Sexy Long Blouse Shirt zJrlQBRJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Han da bitter of yarn fleabane hae film edition net skirt fleabane lee Grey 75cmS bitter bust gauze skirt with skirt j4INWnE9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description



Women Sexy Off Shoulder Long Sleeve Shirt Lace Chiffon Blouse Loose Top T Shirt

 NOTE: Please compare the detail sizes with yours before you buy!!! Use similar clothing to compare with the size.

Specifications:

  • 100% brand new and high quality

  • Gender:Women

  • Material: Chiffon+Lace

  • Sleeve:Long Sleeve

  • Collar:Off Shoulder

  • Size type:Regular

  • Sleeve Style:Normal

  • Pattern type:Pure

  • Decoration:None

  • Style:Sexy

  • Package include:1PC Shirt

Size Details:

Size:L

Bust:92-112cm/36.2-44.1"

Sleeve :52cm/20.5"

Length:61cm/24.0"



Product Code
APPWOMEN-SEXY-OYAAR61061953CF07B
Color
Yellow
Size
L
Material
Cotton
Gender
Women
International Product
World Store