Red Dragon AI at TextGraphs 2019 Shared Task: Language Model Assisted Explanation Generation

Abstract

The TextGraphs-13 Shared Task on Explanation Regeneration asked participants to develop methods to reconstruct gold explanations for elementary science questions. Red Dragon AI's entries used the language of the questions and explanation text directly, rather than a constructing a separate graph-like representation. Our leaderboard submission placed us 3rd in the competition, but we present here three methods of increasing sophistication, each of which scored successively higher on the test set after the competition close.Comment: Accepted paper for TextGraphs-13 workshop at EMNLP-IJCNLP 2019. (5 pages including references