shirts Men cotton Pink Ladida formal s mckUasbE shirts Men cotton Pink Ladida formal s mckUasbE shirts Men cotton Pink Ladida formal s mckUasbE shirts Men cotton Pink Ladida formal s mckUasbE shirts Men cotton Pink Ladida formal s mckUasbE
Combo Bermuda 2Pcs Vego Cotton H7IA7IXPKP
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 Men cotton formal Ladida shirts Pink pc75L Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Pink shirts Men Ladida s cotton formal r0nJ3 Cite as: SPORTS SHOES MARATHON RUNNING BL BLACK XIXE URx4Hb
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
LADIDA
Product Code
APPLADIDA-MEN-SLADI538908B94A1014
Color
White
Size
42
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Mandarin Collar
Fit
Regular
Gender
Men
Collar Type
Mandarin Collar
Set Contents
1
Wash Care
Gentle Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings