Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"
Image for the paper "Better together: enhancing generative knowledge graph completion with language models and neighbourhood information"

Better together

Computational linguistics

Better together: enhancing generative knowledge graph completion with language models and neighbourhood information

EMLP conference, in press

A. Chepurova, A. Bulatov, Y. Kuratov, M. Burtsev

Knowledge graphs are data structures that semantically organise information. They provide a source of verifiable knowledge for deep learning. But such graphs often have gaps due to their scale and complexity. Knowledge graph completion methods exist to fill in these gaps. Inspired by generative language models, we radically improve existing completion methods by including information on a given node's neighbourhood.

EMLP conference, in press

A. Chepurova, A. Bulatov, Y. Kuratov, M. Burtsev