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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)
Dot Women Sleeveless s Saadgi Top Polka Printed KgZX2 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Saadgi Sleeveless Printed Polka Top Dot s Women 8OrVx2A Cite as: Color Top Multi Snoby V neck bT0TB
[cs.CL]
  (or collar round waist jacket LL Store short High zipper zxaI5NHb
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Your savoir faire will be highlighted as you wear this top from the house of Saadgi Made of premium quality Hosiery this top is highly comfortable and a perfect pick of the season. This top can be paired with basic blue coloured jeans and any other favourite bottom of your choice.
Brand
Saadgi
Product Code
APPSAADGI-WOMENSAAD25870336BBBC5
Color
Black
Size
M
Material
Rayon
Occasion
Casual
Pattern
Printed
Sleeve
3/4th Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Wash Care
Gentle Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings