Fact-based Text Editing Hayate Iso, Chao Qiao, Hang Li The status quo of Text Editing ‣ Model, p(y | x), learns how to edit the input, x into the desired output, y. Style Transfer x = “This is the worst game!” y = “This is the best game!” x = “Last year, I read the book that is Simplification y = “Jane wrote a book. I read it last year” authored by Jane” Grammatical Error Correction x = “Fish firming uses the lots of specials” y = “Fish firming uses a lot of specials” 2 Fact-based Text Editing Hayate Iso†⇤ Chao Qiao‡ Hang Li‡ †Nara Institute of Science and Technology ‡ByteDance AI Lab
[email protected], qiaochao, lihang.lh @bytedance.com { } What is Fact-based Text Editing? • The goal of fact-based text editing Abstract Set of triples is to revise a given document to (Baymax, creator, Douncan Rouleau), { Webetter propose describe a novel text the editing facts task, in referreda (Douncan Rouleau, nationality, American), toknowledge as fact-based text base. editing , in which the goal (Baymax, creator, Steven T. Seagle), is to revise a given document to better de- (Steven T. Seagle, nationality, American), scribe• e.g., the facts several in a knowledge triples base (e.g., sev- (Baymax, series, Big Hero 6), eral triples). The task is important in practice (Big Hero 6, starring, Scott Adsit) because reflecting the truth is a common re- } quirement in text editing. First, we propose a Draft text method for automatically generating a dataset Baymax was created by Duncan Rouleau, a winner of for research on fact-based text editing, where Eagle Award.