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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)
Loose Fashion Batwing Casual Summer Women s Short Shirt Blouse T Top Sleeve sG5SkD9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ 045 Chief Mens Casual Sandal Red Leather Black RC0317 Q1mR7Xpn
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


Specifications: Solid Color Loose Summer Blouse Fashionable And Casual. Soft Material Comfortable To Wear. Perfect For Daily Life Beach Party And Other Casual Occasions. Type: Blouse Gender: Women's Size Type: Regular Material: Cotton Blend Garment Care: Hand-Wash Neckline: Round Neck Sleeve Length: Short Sleeve Style: Fashion Sexy Season: Summer Occasion: Daily Wear Shopping Party Club Beach Holiday Features: Comfortable To Wear Solid Color Batwing Sleeves Size Details [Our Size S] Chest: 84cm/33.07 Length: 71cm/27.95 Sleeve: 26cm/10.24 Shoulder: 35cm/13.78 (Approx.) [Our Size M] Chest: 88cm/34.65 Length: 72cm/28.35 Sleeve: 26.5cm/10.43 Shoulder: 36cm/14.17 (Approx.) [Our Size L] Chest: 92cm/36.22 Length: 73cm/28.74 Sleeve: 27cm/10.63 Shoulder: 37cm/14.57 (Approx.) [Our Size XL] Chest: 96cm/37.80 Length: 74cm/29.13 Sleeve: 27.5cm/10.83 Shoulder: 38cm/14.96 (Approx.) [Our Size XXL] Chest: 100cm/39.37 Length: 75cm/29.53 Sleeve: 28cm/11.02 Shoulder: 39cm/15.35 (Approx.) [Our Size 3XL] Chest: 104cm/40.94 Length: 76cm/29.92 Sleeve: 28.5cm/11.22 Shoulder: 40cm/15.75 (Approx.) [Our Size 4XL] Chest: 108cm/42.52 Length: 77cm/30.31 Sleeve: 29cm/11.42 Shoulder: 41cm/16.14 (Approx.) [Our Size 5XL] Chest: 112cm/44.09 Length: 78cm/30.71 Sleeve: 29.5cm/11.61 Shoulder: 42cm/16.54 (Approx.) Notes: This Is Label Size(Asian/China Size)about 2/3 Sizes Smaller Than US AU EU Size! Please Make Sure Of These Actual Measurements Will Fit You! The Real Color Of The Item May Be Slightly Different From The Pictures Shown On Website Caused By Many Factors Such As Brightness Of Your Monitor And Light Brightness. Package Includes: 1 X Blouse
Product Code
3/4th Sleeves
Neck Type
Round Neck
International Product
World Store