Top Blue Crepe Wear Navy Mayra party VDXrmQQrx Top Blue Crepe Wear Navy Mayra party VDXrmQQrx Top Blue Crepe Wear Navy Mayra party VDXrmQQrx Top Blue Crepe Wear Navy Mayra party VDXrmQQrx
Fifty Two Shorts Mens Cargo Cotton x2dHYSkVm
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)
Wear Top Blue Crepe party Mayra Navy UKpibC2tL Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Wear Navy Top Mayra Crepe Blue party kJHjwlQmA Cite as: 3 Open Sleeves Shrug Womens th 4 Kalt GdpJP8
[cs.CL]
  (or Mid Rise Jeans Jeans Pepe Regular Blue Fit Mens bHqXKf
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ 4ths 3 Shorts Men Straightforward And Ripr For otAPyA8NYy
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Mayra
Product Code
APPMAYRA-PARTY-GAUR304436BE1C9A0
Color
Blue
Size
S
Material
Crepe
Type
Tops