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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)
Tribes Cotton AROUND Skirt India Blue Wrap URO1I Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Light Shaded Blue Rise Fit Slim Stylox Mid Stretchable Premium Jeans Mens Dark emzzuwi
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


The tribal textile industry has been in existence since time immemorial. It is a huge global commodity for India. A wide variety of apparel ranging from drapes to coat, jackets, cotton kurtas and sarees in hand woven fabric are being created out of tribal textiles today. The cotton Kurtas/Kurtis are made by the Bhil tribal women of Rajasthan by way of intricate embroidery in Tanka stitch on the neck/ cuffs of the sleeves. It is then hand stitched by the women themselves. Sometimes the patterns on the neck and sleeves are made by combining two techniques - patch work and embroidery together.
Tribes India
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Free Size
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Hand Wash
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