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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)
Jeans People Blue Mid s Fit Men Rise Slim rmYrgHZb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
People Rise Slim Blue Men Fit Jeans Mid s p5wEiuu Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ LEE Red Sweater Acrylic vCavm1NJf
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Sport a funky look in these mid-washed blue jogger jeans from People. Crafted from cotton with a hint of stretch;this slim fit pair features an elasticated waistband. Style it with a white tee and sneakers for a day at the mall.
Brand
People
Product Code
APPPEOPLE-COTTOADIT50996E2D474FC
Color
Multicolor
Size
36
Material
Cotton
Occasion
Casual
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Gender
Men
Style Code
P10102126846252