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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)
Adidas Running s Legus shoes Men pVA2wZMwJ6 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Legus Adidas Men s shoes Running PeRbl20Q Cite as: Womens Heels White Footwear Stilettos amp Sindhi IOBCW
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Tracer Running Black Grey And Shoes fbRwItZ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Adidas
Product Code
FOOADIDAS-MEN-SPEAR21164C8F1198C
Color
Blue
Size
UK 7
Material
Mesh
Type
Running
Sport
Running
Sole Material
Phylon
Upper Material
Mesh
Product Dimension (In CM)
13x8x5 (LxBxH)
Style Code
CI1831