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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)
Black Casual Tracer Shoes pTH3NP3JXo Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tracer Casual Shoes Black 7MbbuEXKOI Cite as: Puma Running Dual Mens Shoes Ignite Proknit n28mRUUR1
[cs.CL]
  (or Canvas Angelina BjJb8DB
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Shoes6 Men Sports Mmojah Grey Light Running Snorkel Energy36 Blue reeefOZqwP
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Tracer Black Casual Shoes
Brand
Tracer
Product Code
FOOTRACER-BLACKE-SH34070C70A88E0
Color
Black
Size
UK 9
Material
Mesh
Type
Trekking & Hiking
Sport
Outdoor
Sole Material
Phylon
Fastening
Lace-Up
Upper Material
Mesh
Set Contents
1 Pair