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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)
Men Blue Jugend Fit s Jeans Rise Mid Regular dePh5 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Regular Men Jeans Rise Mid Fit s Jugend Blue vqw6Kf Cite as: Crochet Bra Nq0wqw32
  (or Fit Denim Narrow Light Monte Blue Carlo 1ewx7D82L
for this version)

Submission history

From: Yen-Chun Chen [ CoMultiNetShrugs Komal Trading mKvz7KJm
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


Blue in colour;these jeans from Jugend are tailored for men who love to stay in tune with the latest trends. These have a five pocket design and whisker details on the front that add a touch of style.Jugend Jeans presents these Blue jeans that highlight a whisker effect and a stone washed effect all over;giving them the perfect blend of cool and masculine style. These are crafted from cotton(Non Stretchable) fabric making them extremely lightweight and comfortable. These jeans can be styled with a white T-shirt and a pair of Blue sneakers.
Product Code
Mid Rise
Set Contents
Wash Care
Gentle Wash
Style Code