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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)
s Self Party Women 4th Design SRW Top 3 Sleeve pQVcC Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ cotton trending of House shortSet Candy 3 rJwmF
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

SRW brings the best for your all day smart casuals look , treat yourself with this Slim fitted embelished top , we suggest you team this with distressed denim & pair of converse shoes for a perfect outdoor look.
Brand
SRW
Product Code
APPSRW-PARTY-3-SR-W27296319E6FA12
Color
Red
Size
M
Material
Cotton
Occasion
Party
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
Round Neck
Fit
Slim
Type
Tops
Wash Care
Normal Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings