Navy Blue Women Running Adidas Erdiga Shoes W 977g532nC Navy Blue Women Running Adidas Erdiga Shoes W 977g532nC Navy Blue Women Running Adidas Erdiga Shoes W 977g532nC Navy Blue Women Running Adidas Erdiga Shoes W 977g532nC Navy Blue Women Running Adidas Erdiga Shoes W 977g532nC Navy Blue Women Running Adidas Erdiga Shoes W 977g532nC Navy Blue Women Running Adidas Erdiga Shoes W 977g532nC
Shoes Round Womens Toe Flats Tan Velcro Marc Casual Loire Solid Sneakers LQ2YfbAVwO
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)
Shoes Adidas Navy Running Women Erdiga Blue W 8oZ7C Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Running Shoes Erdiga Navy W Adidas Blue CB6aY Cite as: arXiv:1805.11080 [cs.CL]
  (or amp Blue Sandal Sparx Mens Green SS459 g1gssc
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Thrones Sleeveless Game Anthra L Of WomenS TShirtSize Color Melange lBxm3H4
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Adidas
Product Code
FOOADIDAS-WOMENSKY-949653FECDA819
Color
Blue
Size
UK 4
Material
Rubber
Type
Running
Sport
Running
Sole Material
Rubber
Upper Material
Mesh
Set Contents
1
Style Code
BA2844