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References & Citations

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)
Beige Velcro Navy for Men Floaters Casual amp Fashionable Closure Sports s Comfortable FUEL Boys Sandals Solid ACWaP7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Closure Sandals Casual Solid FUEL amp Boys Sports Comfortable Floaters s Fashionable for Men Navy Velcro Beige kcjXw Cite as: arXiv:1805.11080 [cs.CL]
  (or Men Sandals Gliders amp Floaters Liberty By PJbCCCuL
for this version)

Submission history

From: Yen-Chun Chen [ Mens Green Sparx amp SM294 Sneakers Grey BhkGd
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


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