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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)
Sweatshirt Pullover Galaxy Hoodies Cat 2015 M 3D Eat Animal Pizza Print gDdTVEz Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sweatshirt Animal 2015 Hoodies Pizza Eat Print 3D M Galaxy Pullover Cat NajojVZx Cite as: Skirt free Gold Size Cotton for printed Rangsthali women long gvQy5
[cs.CL]
  (or REALM Mid Mens Regular Jeans Blue Fit Rise Oz6vwgKOG
[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

Features: Neutral pullover sweatshirt male Style: 3D printing Sweatshirts Neckline: T Style: Hedging Collar: No collar Sleeve: Long sleeve Whether Hooded: No hooded Thickness: General For the season: Winter;autumn Main fabric composition: Nylon / nylon Fabric main ingredients content: 80 (%) Fabric name: Polyester Size: Asian M / L / XL Size Table(Asian Size) Size Chest Shoulder Sleeve Length M 102cm 44cm 60cm 69cm L 104cm 45cm 61cm 70cm XL 106cm 46cm 62cm 71cm Notes: 1;The real color of the item may be slightly different from the pictures shown on website caused by many factors such as brightness of your monitor and light brightness. 2;Please allow slight ( 3cm)manual measurement deviation for the data.
Product Code
APP2015-GALAXY-HOME6105805F22AFF4
Color
Multi
Size
M
Material
Nylon
Sleeve
Full Sleeves
Gender
Women
Product Dimension (In CM)
700x480x10
International Product
World Store