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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)
Duke Navy Mens Shoes Casual mgAv9Pe Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ And Nice Ripr Shorts For 3 4ths Men DwoNQJwCT
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Duke navy coloured casual shoes. Made from upper synthetic leather sole rubber
Brand
Duke
Product Code
FOODUKE-MENS-NAE-SH340706B51802
Hsn Code
64052000
Color
Navy Blue
Size
UK 7
Type
Lifestyle shoes
Sole Material
Rubber
Fastening
Lace-Up
Toe Shape
Round
Upper Material
Synthetic;Leather
Set Contents
1 pair
Style Code
FWOL357