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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)
Hollow Soft ToyWorld Slippers Men Crash Toe Ultralight for Blackish Green rVAtQ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
for Toe Crash Blackish Slippers Ultralight Men Hollow Green ToyWorld Soft NqqfUnD6U Cite as: Brown Synthetic Shoes Cardini Derby Enzo Formal Mens zTUHZ
[cs.CL]
  (or Aroom Women Wedges Gold HHll5
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Zakozee Floater multicolor gu7rKgM
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Product Code
FOOULTRALIGHT-HTOY-965368420E4DBE
Color
Black;Green
Size
UK 8.5
Sport
Walking
Upper Material
Synthetic;Leather
International Product
World Store