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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)
Black Men Sandal Leather Trisand Bay Clarks TB6gNV8DW3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sandal Black Clarks Trisand Bay Men Leather DksnADg Cite as: Formal Mens Brown Woods Shoes aO1i5
[cs.CL]
  (or Shrung for women Kritikas Plain New xa266
[cs.CL]
for this version)

Submission history

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

Description

This mens footwear features everything from casual style to smart dress style. A range of high-performance technologies deliver comfort and protection while our traditional craftsmanship is fused with contemporary design for an unbeatable finish.
Brand
Clarks
Product Code
FOOCLARKS-TRISAE-SH34070E9E9B7B6
Model Name
Trisand Bay Black Leather
Model Nuber
91261240347
Season
Spring_Summer
Color
Black
Size
UK 10
Sole Material
Rubber
Upper Material
Leather
Article Identifier Type
EAN CODE