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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)
Pantaloons Women By Black s Akkriti Shrugs UUoKSAJeu7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s Shrugs Pantaloons Women Black By Akkriti nsQIG Cite as: Imperial Number Style 1323 Jockey Blue Track Cuffed Pant Do48AeQl
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Black Rigoglieoso Georgette Tops XZIkhEU7jn
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Black solid shrug in regular fit with a front-open design. Made of cotton lycra;it has full sleeves.
Brand
Akkriti By Pantaloons
Product Code
APPAKKRITI-BY-PAUM3626676AE244EC3
Color
Black
Size
L
Material
Blended
Occasion
Formal
Pattern
Solid
Sleeve
3/4th Sleeves
Type
Shrugs
Gender
Women