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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)
Vogueline shoes Outdoor Stylish Casual gIDZtiN Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

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

Description

Calaso presents a new age Canvas Casual and Formal Shoes best suited for casual lifestyle and Outdoor wears for Mens. Calaso;the most stylish range of lifestyle shoes;sandals and slippers are exclusively designed to match the latest trends of the new generation.
Brand
VOGUELINE
Product Code
FOOVOGUELINE-OUVOGU141068D05BBB07
Color
White
Size
UK 6
Pattern
Solid
Sole Material
TPR
Upper Material
Leather
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Set Contents
1 Pair