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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)
up Casual Vihir Jacket Zip Hooded Waterproof Short Windbreaker Women for lSZp7Xe Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Trackpants 2 Multicolor Of Womenpack For Cotton Vimal uYwIa9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

WINDPROOF- Attached and adjustable hood with chin guard. Ribbed cuff and hem. Fully seam taped for additional protection from the wind.

WATER REPELLENT- Specially slide off water and drizzle from fabric's surface. Taped seams keep water from seeping in through the joints.

COMFORTABLE- The durable stretch outer enables you to move without restriction. Soft shell provides abrasion resistance to elevate durability.

Breathable- Advances in breathability make this jacket better. Ventilation system lets more vapor escape;ensuring greater comfort .

Size- Classic design;updated with a modern fit and colorblocking. Suitable for day-to-day wear or outdoor adventure. PLEASE CHECK THE SIZE CHART BEFORE PURCHASE.

Product Code
APPVIHIR-WATERPVIHI661359E331B6D9
Color
Beige
Size
XS
Material
Polyester
Occasion
Casual
Sleeve
Full Sleeves
Fit
Regular
Gender
Women
Set Contents
1x Coat
International Product
World Store