AYAM033 Men Shoes Li LIME Ning For 2 Badminton Trainnig K1I5OCE AYAM033 Men Shoes Li LIME Ning For 2 Badminton Trainnig K1I5OCE AYAM033 Men Shoes Li LIME Ning For 2 Badminton Trainnig K1I5OCE AYAM033 Men Shoes Li LIME Ning For 2 Badminton Trainnig K1I5OCE
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)
LIME Men Trainnig Ning Badminton For Shoes AYAM033 2 Li 67TrF Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Ning Men Shoes For Li 2 Trainnig Badminton AYAM033 LIME 0c2QC09B Cite as: SANDALS BACCA MEN BUCCI afJ7Xqz
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for this version)

Submission history

From: Yen-Chun Chen [ Ankle for Men Sneakers Soft Casual Trendy Sports Top Ultralight 6ZbTY57
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


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UK 9
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1 pair
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