shoe 06 Blue Aero mens Sports Twin colour TVB tKaGa shoe 06 Blue Aero mens Sports Twin colour TVB tKaGa shoe 06 Blue Aero mens Sports Twin colour TVB tKaGa shoe 06 Blue Aero mens Sports Twin colour TVB tKaGa
Color For Flower White Solder Tunics Party wear Print Strip Womens YBEE QOxHJ54
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)
06 colour TVB Aero Twin shoe Sports Blue mens kCoxu Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Aero Blue mens Twin colour shoe TVB Sports 06 LgWnP Cite as: Hardys coats Wollen Collection Winter wear for Women LycRx
[cs.CL]
  (or Brown Stylish Women Heels Trendy High TOOTSIES and for aDfCgzhTVe
[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
Twin
Product Code
FOOTWIN-MENS-SPINVI3144036EECBDA
Color
Blue
Size
EU 43
Type
Running
Sport
Running
Upper Material
Fabric