566 citations · 2.3k across the 23 of their papers we have counts for
4 papers · 1 filter
Combining Two And Three-Way Embeddings Models for Link Prediction in Knowledge Bases
Alberto Garcia-Duran, Antoine Bordes, Nicolas Usunier +1
This paper tackles the problem of endogenous link prediction for Knowledge Base completion. Knowledge Bases can be represented as directed graphs whose nodes correspond to entities…
Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks
Jason Weston, Antoine Bordes, Sumit Chopra +4
One long-term goal of machine learning research is to produce methods that are applicable to reasoning and natural language, in particular building an intelligent dialogue agent. T…
Memory Networks
Jason Weston, Sumit Chopra, Antoine Bordes
We describe a new class of learning models called memory networks. Memory networks reason with inference components combined with a long-term memory component; they learn how to us…
Towards Open-Text Semantic Parsing via Multi-Task Learning of Structured Embeddings
Antoine Bordes, Xavier Glorot, Jason Weston +1
Open-text (or open-domain) semantic parsers are designed to interpret any statement in natural language by inferring a corresponding meaning representation (MR). Unfortunately, lar…