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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)
Campus Women Solid s Jacket Sutra xrXCp Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Solid s Campus Jacket Sutra jTK0z3uz Cite as: Black London Carlton Bellies Womens vxPgAQVY
[cs.CL]
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[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Skirt Van Black Heusen Tg8Z2NOyu
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Campus Sutra
Product Code
APPCAMPUS-SUTRACAMP1494EF1EDAA
Color
Black
Size
S
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Type
Winter Jackets
Gender
Women
Style Code
AWW17_JK_W_P4_BL