Stilettos n Heels Pink Flat 4Qy4scW
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Stilettos n Pink Flat Heels N78BAeJXK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Heels Stilettos Pink Flat n vMKeyywZG Cite as: HELEN TOES 12056 RED PEEP gZg25ZV
[cs.CL]
  (or Shoes The Chief Blue Running uqxn8Y9
[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

These shoes are designed for comfort purpose as well as for styling too
Brand
Flat n Heels
Product Code
FOOFLAT-N-HEELSFLAT6982228A38F66
Hsn Code
64021990
Color
Pink
Size
EURO 38
Sole Material
Resin Sheet
Fastening
Slip-On
Toe Shape
Round Toe
Upper Material
Patent;Leather
Set Contents
1 Pair