Hip Women Polka Scoop s International Colorful Bazaar Sleeves Neck Stripes Dress Dot Over Sweater Pattern Stylish Long cG4KPCinVW Hip Women Polka Scoop s International Colorful Bazaar Sleeves Neck Stripes Dress Dot Over Sweater Pattern Stylish Long cG4KPCinVW
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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)
Stripes Polka Bazaar International Women Dress Neck Dot Long Sweater Stylish Hip Pattern Colorful Scoop Over s Sleeves p5taXrO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Dress Hip Bazaar Over International Colorful Dot s Pattern Stripes Long Women Scoop Neck Sleeves Stylish Polka Sweater Al69YWBJUe Cite as: arXiv:1805.11080 [cs.CL]
  (or Printed Womens Cotton Black Shorts Bfly Hosiery Y4Se2
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Blouse Tops Casual Sleeve Fashion Three Womens Quarter S Snowflake f0Ezi7qcgj
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Style: Casual

Material: Cotton

Silhouette : Straight

Dresses Length: Mini

Neckline: Scoop Neck

Sleeve Length: Long Sleeves

Embellishment: Pattern

Pattern Type: Polka Dot

Season: Winter, Fall

Weight: 0.334 KG

Package Contents: 1 x Dress


    Product Info:

    Type
    Measurement
    Bust:
    92CM
    Shoulder Width:
    37CM
    Sleeve Length:
    60CM
    Length:
    80CM
    Manual measurement, some errors may exist




































Product Code
APPLONG-SLEEVESDAMA341324C188A396
Color
Beige
Size
Others
Gender
Women
International Product
World Store