SOTAVerified

Building Dynamic Knowledge Graphs from Text-based Games

2019-10-21Code Available0· sign in to hype

Mikuláš Zelinka, Xingdi Yuan, Marc-Alexandre Côté, Romain Laroche, Adam Trischler

Code Available — Be the first to reproduce this paper.

Reproduce

Code

Abstract

We are interested in learning how to update Knowledge Graphs (KG) from text. In this preliminary work, we propose a novel Sequence-to-Sequence (Seq2Seq) architecture to generate elementary KG operations. Furthermore, we introduce a new dataset for KG extraction built upon text-based game transitions (over 300k data points). We conduct experiments and discuss the results.

Tasks

Reproductions