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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)
Top Long Black Women Asymmetrical T Solid Shirt Casual Sleeve O1FIyjrC Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Pack Cotton Multicolor Vimal 2 Of Capri Men For KKWC3G
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description



. Material: 60% Polyester;35% Cotton;5% Spandex Collar: Round Neck Sleeve: Long Sleeve Clothing Length: Regular Pattern: Solid Occasion: Casual Season: Spring;Autumn Garment Care: Washing max 40°C;Hang to dry;Iron with press cloth Women Long Sleeve T-Shirt Featuring asymmetrical hemd design Wear as round neck or slash neck Suitable for casual wear Package Content: 1 x Women T-Shirt Our Model Information: Height 175cm;Bust 90cm;Waist 60cm;Hip 90cm Size: There are 5 sizes (S/M/L/XL/XXL) available for the following listing. please allow 1-2cm differs due to manual measurement;thanks (All measurement in cm and please note 1cm=0.3937inch)

Product Code
APPWOMEN-CASUALBETT5680956EBAB08F
Color
Black
Size
M
Material
Blended
Occasion
Party
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Boat Neck
Fit
Regular
Type
Tops
Set Contents
1 x Women T-Shirt
International Product
World Store