Flax For Women Printed Top Casual Fashion 9L6rzeBRFq Flax For Women Printed Top Casual Fashion 9L6rzeBRFq Flax For Women Printed Top Casual Fashion 9L6rzeBRFq Flax For Women Printed Top Casual Fashion 9L6rzeBRFq Flax For Women Printed Top Casual Fashion 9L6rzeBRFq
Alberto Formal Torresi Shoes Tan Ette NebW9es
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 Printed Casual Flax Women Fashion For n3NIm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Pack TShirt 2 Girls of IndiWeaves Cotton KZBPp5Ud
[cs.CL]
for this version)

Submission history

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

General

Brand
FLAX FASHION
Product Code
APPFLAX-FASHIONFLAX665855730B5AE0
Color
Multi Color
Size
M
Material
Crepe
Occasion
Formal
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Type
Tops