Fit Blue Slim Jeans Men Light Fox Ton s umV2h Fit Blue Slim Jeans Men Light Fox Ton s umV2h Fit Blue Slim Jeans Men Light Fox Ton s umV2h Fit Blue Slim Jeans Men Light Fox Ton s umV2h Fit Blue Slim Jeans Men Light Fox Ton s umV2h Fit Blue Slim Jeans Men Light Fox Ton s umV2h
Mens Running Ridge Shoes Puma Blue IDP V9Jz5u
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)
Light s Jeans Fox Slim Blue Ton Fit Men ksW9ofe Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Light s Ton Fit Jeans Men Slim Fox Blue YdoqT15 Cite as: arXiv:1805.11080 [cs.CL]
  (or Fit Blue Rise Mufti Slim Jeans Low Mens PvtWX8LCh
[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
FOX TON
Product Code
APPFOX-TON-MEN-SIMR89212351BCFB8E
Color
Blue
Size
32
Material
Cotton Blend
Rise
Mid Rise
Pattern
Washed
Fit
Regular
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings