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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)
Imagica Hoodies Purple Cotton AX4V2r Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ High Skirt Slim Leather Skirt Waist Pencil Women Party 0WAtN
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This Classy Looking Imagica Zipper Hoodie, Has An Attached Hood With Drawstrings Fastening On The Front, Long Sleeves With Ribbed Hems, Imagica Applique And Kangaroo Pocket On The Front. Designed To Keep You Warm And Cozy All Day Long.
Brand
Imagica
Product Code
APPIMAGICA-PURPADLA28503D0232158
Wash Care
Hand Wash
Disclaimer
Actual Colors may vary slightly from the photograph
Color
Purple
Size
S
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Women