Formal SPEAK Checks Shirt Green Mens Cotton SE5q5 Formal SPEAK Checks Shirt Green Mens Cotton SE5q5 Formal SPEAK Checks Shirt Green Mens Cotton SE5q5 Formal SPEAK Checks Shirt Green Mens Cotton SE5q5 Formal SPEAK Checks Shirt Green Mens Cotton SE5q5 Formal SPEAK Checks Shirt Green Mens Cotton SE5q5
Mid Rise Regular Fit Blue Tribewear Mens Jeans kyRME
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)
Cotton Mens SPEAK Shirt Checks Green Formal Z8KxC3o6m Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Formal Green Checks Mens SPEAK Cotton Shirt YdpmIbcfkg Cite as: Shoes Casual 1923115 Copper Woodland GC Men myJPE
[cs.CL]
  (or Copper Woodland Shoes Men 0580108 Casual GC e4y9nd
[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

SPEAK Men's Formal Regular Fit Shirts Are Been Made From 100% Cotton Fabric. This Shirt Is An All-time Classic That Has Been A Fashion Staple For Many Years. For A Stylish Fusion Of Formal And Casual, Wear This With Classic Denims, A Bold Belt And Matching Casual Leather Shoes. Find This Product Comfortable To Wear And Good To Look. Every SPEAK Formal Shirt Speaks Of Its Quality With 16 Stitches Per Inch, Pockets With Label To Hold Pen, Mother Of Pearl Buttons And 2ply Core Spun Thread, Convertible Cuffs & Stiff Collar. This Combined With The Colours And Designs Make Shirts Speak For You, Reflecting Your Style, Directing Your Thoughts And Showing Your Confidence.
Brand
Speak
Product Code
APPSPEAK-GREEN-SPEA22566A976D005
Wash Care
Mild Wash, Do not Bleach, Dry in Shade
Color
Green
Size
38
Material
Cotton
Occasion
Formal
Pattern
Check
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar