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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)
Regular s Jeans Mufti Blue Men Rise Fit Low qXthVXJJoH Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Black Cotton Formal Hancock Shirt zcVsHPqzvM
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Combining Washed Effect And Attractive Stitch Detailing On Back Pockets Is This Pair Of Blue Jeans From Mufti. The Classic 5-pocket Styling Adds A Classic Touch To These Jeans. Trendy And Comfortable;These Jeans Can Be Worn Best With A Self-patterned Blue T-shirt And Sneakers.
Brand
Mufti
Product Code
APPMUFTI-MENS-DSETU2010432330DBBF
Color
Blue
Size
30
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Regular
Gender
Men
Hood
No
Set Contents
1
Wash Care
Machine Wash