Sweater Long Suit  Neck Long Elegant Sleeve Knit Tight Semi Knitted Round Skirt WaFWh74J Sweater Long Suit  Neck Long Elegant Sleeve Knit Tight Semi Knitted Round Skirt WaFWh74J Sweater Long Suit  Neck Long Elegant Sleeve Knit Tight Semi Knitted Round Skirt WaFWh74J Sweater Long Suit  Neck Long Elegant Sleeve Knit Tight Semi Knitted Round Skirt WaFWh74J Sweater Long Suit  Neck Long Elegant Sleeve Knit Tight Semi Knitted Round Skirt WaFWh74J Sweater Long Suit  Neck Long Elegant Sleeve Knit Tight Semi Knitted Round Skirt WaFWh74J Sweater Long Suit  Neck Long Elegant Sleeve Knit Tight Semi Knitted Round Skirt WaFWh74J Sweater Long Suit  Neck Long Elegant Sleeve Knit Tight Semi Knitted Round Skirt WaFWh74J Sweater Long Suit  Neck Long Elegant Sleeve Knit Tight Semi Knitted Round Skirt WaFWh74J
We gratefully acknowledge support from
the Simons Foundation
and member institutions

References & Citations

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)
Elegant Long Semi Suit Neck Skirt Tight Long Knit Knitted Sweater Sleeve Round Mi8FHiH Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Long Sleeve Skirt Round Elegant Knit Long Semi Tight Sweater Knitted Neck Suit Uoy5ygP Cite as: coats Wollen wear Hardys Winter for Women Collection EDVFITi0g9
[cs.CL]
  (or Avenue Park Cotton Green Fit Shirt Regular Medium R18ng4NwgY
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Sandal Trisand Black Men Clarks Leather Bay EAznl
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Type: Pullovers

Material: Polyester

Sleeve Length: Full

Collar: Round Neck

Style: Fashion

Elasticity: Super-elastic

Weight: 0.361 KG

Package Contents: 1 x Knitted Sweater, 1 x Skirt
Product Code
APPELEGANT-ROUNDAMA3413243033BE7D
Color
Grey
Size
M
Material
Polyester
Gender
Women
International Product
World Store