Learning to Select Bi-Aspect Information for Document-Scale Text Content Manipulation Xiaocheng Feng, 1 Yawei Sun, 1 Bing Qin, 1 Heng Gong, 1 Yibo Sun, 1 Wei Bi, 2 Xiaojiang Liu, 2 Ting Liu 1 1Harbin Institute of Technology, Harbin, China 2Tencent AI Lab, Shenzhen, China fxcfeng, ywsun, qinb, hgong, ybsun,
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[email protected] Abstract TEAM/PLAYER PTS REB ... ... AST Feature Rockets 117 49 ... ... 28 Home In this paper, we focus on a new practical task, document- James Harden 16 11 ... ... 10 Home Entity Dwight Howard 14 8 ... ... 0 Home scale text content manipulation, which is the opposite of text Type style transfer and aims to preserve text styles while altering Table ... ... ... ... ... ... Home (Records) Spurs 91 44 ... ... 23 Visiting Value the content. In detail, the input is a set of structured records Tony Parker 18 4 ... ... 7 Visiting Feature and a reference text for describing another recordset. The out- Tim Duncan 16 8 ... ... 1 Visiting put is a summary that accurately describes the partial con- ... ... ... ... ... ... Visiting tent in the source recordset with the same writing style of the reference. The task is unsupervised due to lack of par- The Los Angeles Clippers defeated the Utah Jazz 107– 101 on Monday. allel data, and is challenging to select suitable records and Chris Paul recorded a triple - double of this season’ putting up 13 points. threw in style words from bi-aspect inputs respectively and generate Reference 10 rebounds and 12 assists in 36 minutes. He also two steals Summary and a blocked shot for good measure ..