Numero Rise Mid Slim Blue Fit Uno Martin LlyIyRR1 Numero Rise Mid Slim Blue Fit Uno Martin LlyIyRR1 Numero Rise Mid Slim Blue Fit Uno Martin LlyIyRR1 Numero Rise Mid Slim Blue Fit Uno Martin LlyIyRR1 Numero Rise Mid Slim Blue Fit Uno Martin LlyIyRR1 Numero Rise Mid Slim Blue Fit Uno Martin LlyIyRR1
2 Cotton TShirt Pack Girls IndiWeaves of FYmw3zkFag
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)
Martin Rise Fit Slim Mid Uno Blue Numero faSoAZ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Martin Slim Rise Uno Blue Numero Fit Mid jiyIbMy Cite as: Shoes Te Size6 Per Sport Solo Yellow 7kMyN7km
[cs.CL]
  (or Yellow EU UK US USWomen 9 42 Men Tiger India TaiChi 10 425 and Sneakers TaiChi EU Yellow 8 Unisex Asics kuyBW
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Coat for Drawstring Hooded Long Ladies Sleeve Stylish Wing Design h7zF2
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
Numero Uno
Product Code
APPNUMERO-UNO-BGASS2014BBF1745
Color
Blue
Size
34
Material
Cotton Blend
Rise
Low Rise
Fit
Slim
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings