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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)
People Shoes Casual Black RiOAtPrK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
People Black Casual Shoes jONJ4rWx Cite as: De Formal Shoe Men Black Sclazo Italian for Leather qxLoNzBI
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

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

Description

These black floral print shoes from People are ideal for your weekends. This lace-up pair features a cushioned footbed and a patterned outsole. Don it with a yellow T-shirt and denims to complete your look.
Brand
People
Product Code
FOOPEOPLE-BLACKADIT50996535EB6B2
Color
Black
Size
UK 5
Type
Casual Shoes
Sport
Walking
Upper Material
Faux Leather
Article Identifier Type
EAN Code
Article Identification Value
8907496768716