1.1k citations · 3.2k across the 12 of their papers we have counts for
4 papers · 1 filter
Constructing Datasets for Multi-hop Reading Comprehension Across Documents
Johannes Welbl, Pontus Stenetorp, Sebastian Riedel
Most Reading Comprehension methods limit themselves to queries which can be answered using a single sentence, paragraph, or document. Enabling models to combine disjoint pieces of…
Crowdsourcing Multiple Choice Science Questions
Johannes Welbl, Nelson F. Liu, Matt Gardner
We present a novel method for obtaining high-quality, domain-targeted multiple choice questions from crowd workers. Generating these questions can be difficult without trading away…
Frustratingly Short Attention Spans in Neural Language Modeling
Michał Daniluk, Tim Rocktäschel, Johannes Welbl +1
Neural language models predict the next token using a latent representation of the immediate token history. Recently, various methods for augmenting neural language models with an…
Knowledge Graph Completion via Complex Tensor Factorization
Théo Trouillon, Christopher R. Dance, Johannes Welbl +3
In statistical relational learning, knowledge graph completion deals with automatically understanding the structure of large knowledge graphs---labeled directed graphs---and predic…