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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)
T Printed Alibi Black shirt xqmSi1rMRW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Tshirt Neck State The Sleeves Cotton Dry 4 Round Printed 3 OQLvu7BGen
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Black floral printed T-shirt by Alibi. This T-shirt is just the right pick for your causal collection and comes with a round neck;short sleeves and offers a regular fit. Team up with casual trousers to pull off a chic look. Its poly-cotton composition allows for ease of use and comfort.
Brand
Alibi
Product Code
APPALIBI-BLACK-INMA3543754AD58FB
Color
Green
Size
XXL
Material
Cotton
Occasion
Casual
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Dry Clean
Article Identifier Type
EAN CODE
Article Identification Value
8907342591819
Style Code
ALTS000837A