10 XXX 813 SNEAKERS BROWN SXwci3ZAQ 10 XXX 813 SNEAKERS BROWN SXwci3ZAQ 10 XXX 813 SNEAKERS BROWN SXwci3ZAQ 10 XXX 813 SNEAKERS BROWN SXwci3ZAQ 10 XXX 813 SNEAKERS BROWN SXwci3ZAQ
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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)
SNEAKERS 813 BROWN XXX 10 hy70VL Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
XXX 813 SNEAKERS BROWN 10 WA1TQ3AW Cite as: Bond Black Shoes Casual Street Men mNco652i
[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

Brand
Salt n Pepper
Product Code
FOO10-813-XXX-BSALT101142C8261C76
Heel Length
1 Inch
Color
Brown
Size
EU 43
Material
Suede Leather
Type
Classic
Sole Material
TPR
Fastening
Lace-Up
Product Dimension (In CM)
34x20x11 (LxBxH)