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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)
Cotton Jeggings amp Solly Blue Jeans Allen Skinny gYDQXi Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Marie Black Embellished Top Women Claire kaYq6KhA
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Turn weekend dressing into a stylish affair with these mid-washed blue denims from Solly Jeans Co by Allen Solly. Made from cotton with a hint of stretch;this ultra slim fit pair features subtle whiskering with a fade effect. Team it with a yellow tee and boat shoes to complete your ensemble.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT50996A2EB3198
Ean Code
8907587901275
Color
Blue
Size
38
Material
Cotton
Occasion
Casual
Pattern
Solid
Fit
Skinny
Gender
Men
Collection
Solly Jeans Co
Style Code
ALDN517J03289