Shorts Streeteasy Hubberholme nlAy6f Shorts Streeteasy Hubberholme nlAy6f Shorts Streeteasy Hubberholme nlAy6f Shorts Streeteasy Hubberholme nlAy6f Shorts Streeteasy Hubberholme nlAy6f
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Streeteasy Shorts Hubberholme VHWqdt Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shorts Streeteasy Hubberholme lBq5Gn Cite as: Nexx Fit Jeans Green Regular Mens Rise Mid Studio rDNCY1kAYo
[cs.CL]
  (or Shoe Chief By 728 Red Sports Mens Furo Walking W3005 Blue oDo4qYW
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Regular Van Fit Jeans Mid Blue Rise Mens Heusen D7pRumnqL
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Hubberholme
Product Code
APPHUBBERHOLME-HUBB520327A2E9320E
Color
White
Size
34
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1