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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)
Women Casual Skirts ONLY AyEq2k Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ IndiWeaves Shurg Red with Viscose Pocket Women vLO1EfE
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

OnlDAY SKIRT JRS, Pale Neon Orange, XL
Brand
ONLY
Product Code
APPONLY-WOMEN-CKAPS57849035F5EAAD
Wash Care
Hand Wash
Disclaimer
Actual Colors may vary slightly from the photograph
Color
Orange
Size
XL
Material
Polyester
Occasion
Casual
Pattern
Solid
Fit
Regular
Gender
Women