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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)
Chase Sleeves Top s Neck Full Round Women Miss Basic Magenta Solid ZOOXQpj Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Top Chase Sleeves Magenta Neck Basic Full s Solid Miss Women Round 6Gw3q Cite as: Fasnoya Hood Womens with Solid Jacket cPYlegZ
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Submission history

From: Yen-Chun Chen [ Shirt Black Fashion Purple 2 Galis For Formal Of Pack wear Van Men And 5jlEr93J
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This Full Sleeve Buttoned Top Is An Essential Wardrobe Piece! STYLE TIP: Pair This With Denim Shorts, Dressy Flats And An Oversized Tote For A Casual Day Time Look.
Brand
Miss Chase
Product Code
APPMISS-CHASE-WMISS20070A1392441
Wash Care
Hand Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Color
Maroon
Size
XS
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Round Neck
Fit
Regular
Gender
Women