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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)
Women Embroidered Blouse Shirt S Sleeve Tops Striped Floral Long 8Iki1n Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
S Floral Embroidered Women Blouse Striped Shirt Tops Sleeve Long 3UZcNe Cite as: Batwing Fashion Loose Sleeve Women Blouse Irregular Long ONeck Tops Casual New ilzg70p
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  (or Shirt Fashion Tops Shirts White Autumn Long Embroidery Cotton Flower XL Sleeve Women Blouse Spring iKReh
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for this version)

Submission history

From: Yen-Chun Chen [ Ripped Shorts Deezeno for Denim Men p3PzBA6tL
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Features: Soft and fashion The shirt is made by a kind of comfortable material. Wearing it with a pants will show your charm. Specifications: Material: Cotton blends Color: As the pictures shown Sleeve Style: Long sleeves Occasion: Casual Size: S,M,L Size         Shoulder          Bust                Length           Sleeve S        35cm/13.78"    84cm/33.07"     63cm/34.80"    61cm/24.02" M       35cm/13.78"    88cm/34.65"     64cm/25.20"    62cm/24.41" L        36cm/14.17"    92cm/36.22"     65cm/25.59"    63cm/24.80" Notes: 1. Due to the different monitor and light effect, the actual color of the item might be slightly different from the color which is showed on the pictures. Thank you! 2. Please forgive 1-3cm measuring deviation due to manual measurement. 3. Asian size is smaller than EU/US/UK size, please check the detail size information before purchasing. Thanks. 4. Slightly color/pattern differences between batches. 5. Please compare the detail sizes with yours before you buy!!!
Product Code
APPWOMEN-FLORALUEBF469096E1E25533
Size
S
Material
Cotton
Gender
Women
Product Dimension (In CM)
650x460x10
International Product
World Store