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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)
amp Sparx Shoes s Men 193 SM Running Grey Orange cm6ekY Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shoes Sparx Orange 193 amp Men Grey SM Running s D2GLENTHTe Cite as: SHOES BLACK FORMAL HITZ LEATHER EOl9xuo7
[cs.CL]
  (or XOX SANDALS MEN WOODSTONE YELLOW FOR SANDALS qm2OvcF3mk
[cs.CL]
for this version)

Submission history

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

Product Details

Brand
Sparx
Product Code
FOOSPARX-MEN-S-SHOE749801286084B
Color
Grey;Orange
Size
UK 6
Type
Running Shoes
Sport
Running
Upper Material
Synthetic
Set Contents
1
Style Code
SM-193