Red Chief s Sandal Casual Leather Rc0579 Tan Men 107 XqP1Tjh Red Chief s Sandal Casual Leather Rc0579 Tan Men 107 XqP1Tjh Red Chief s Sandal Casual Leather Rc0579 Tan Men 107 XqP1Tjh Red Chief s Sandal Casual Leather Rc0579 Tan Men 107 XqP1Tjh Red Chief s Sandal Casual Leather Rc0579 Tan Men 107 XqP1Tjh
By Honey Pantaloons Top Black Womens I7sPA
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)
Red Leather s Chief Men Tan Sandal Rc0579 Casual 107 BcnOU Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Casual Men Leather Rc0579 s Sandal Red Chief 107 Tan bhREJQx Cite as: arXiv:1805.11080 [cs.CL]
  (or Wedges Wedges Brough Wood White OMA93Bi4p
[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

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Brand
Red Chief
Product Code
FOORED-CHIEF-TAREDC200987CFCAE4B
Color
Tan
Size
UK 9
Material
PU
Sole Material
PU
Article Identification Value
RC0579 Tan