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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)
Sport Ocean Men Shoes Navy Vostro ZrrHBfYoW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Navy Vostro Shoes Ocean Sport Men 2hhFAR4 Cite as: Mens Lancer Sandals Yellow PCxQTphdm
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ sports Orange Twin men shoe colour TVBFitmen nfxrPFTIj
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Style and comfort gets redesigned by these comfortable and stylish Navy Blue casual shoes from VOSTRO. Wear it with Jeans and shirt. Wear VOSTRO shoes and be your trend!
Brand
Vostro
Product Code
FOOVOSTRO-OCEAN4SHO2141441E14B2F1
Color
Navy Blue
Size
UK 6
Material
Mesh
Type
Running
Pattern
Solid
Sole Material
Phylon
Fastening
Lace-Up
Toe Shape
Round
Upper Material
Mesh
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings