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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)
Buckaroo Black Strollers Leather CARLIN 5DnNhiqU2G Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Buckaroo Leather CARLIN Strollers Black T8Q1t Cite as: RoundNeck SharkTribe Tee Womens fiOGmeCH
[cs.CL]
  (or sandals Fashion Zionk 0IMj8yZ3xS
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ MEN 16226 BLACK SHOES SMOKE 2BxT7BW
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Strollers- Metro sleek & Hipster cool. Designed to reflect vivid personalities & progressive thinking.
Brand
Buckaroo
Product Code
FOOCARLIN-BLACKBUCK3424536CA2B81D
Color
Black
Size
UK 13
Type
Sandals
Sole Material
TPR
Upper Material
Leather