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References & Citations

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)
for Up Sports Breathable Casual Shoes Men Lace Mesh tNX9a Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Port Quantum Shoes Basketball yM1QmRF0
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for this version)

Submission history

From: Yen-Chun Chen [ Sports Comfortable AllMatch Shoes Leisure Breathable Strap V6QsQ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Product Code
FOOCASUAL-MESH-BARG7565621EA1F496
Color
White
Size
EU 44
Material
Mesh
Type
Walking
Sport
Walking
Sole Material
Phylon
Upper Material
Mesh
International Product
World Store