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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)
Of 2 Women 38 S Sutra Campus Set Size Hooded Sweatshirt B2Fhw6 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Jeans Slim Mens Fit Fit Pepe Low Blue Rise Vapour Jeans xlT1e
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Kick Off The Winters With This Highly Sought After Sweatshirt For Fashion Forward Ladies. Coming Straight From The Hub Of Campus Sutra This Edit Is Sure To Add Grace To Your Over All Look.
Brand
Campus Sutra
Product Code
WSSHRTW_PLN_GRRKCSBL38
Color
Blue
Size
38
Material
Cotton
Sleeve
Full Sleeves
Fit
Regular
Gender
Women