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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 Mens Shirt Solemio For 100 GixrEnRVNq Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Archer Mid Grey Jeans Rise Mens Slim American Fit 7JW5Pg
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

SOLEMIO provides casual & formal apparels exclusively designed for young and dynamic male professionals, and for all occasions with the perfect blend of modernity and ethnicity. Wash Care: Do not bleach and tumble dry. Use gentle machine wash in cool water and gentle warm iron. Disclaimer: Product color may slightly vary due to photographic lighting sources or your monitor settings. Measurement:- 38- Shoulder: 44 cms, Chest: 53 cms, Length: 77 cms| 40- Shoulder: 45 cms, Chest: 55 cms, Length: 79 cms| 42- Shoulder: 46 cms, Chest: 57 cms, Length: 81 cms| 44- Shoulder: 47 cms, Chest: 59 cms, Length: 82 cms
Brand
SOLEMIO
Product Code
APPSOLEMIO-100-FITZ21016C75DB86B
Size
40
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Spread Collar
Wash Care
Normal Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings